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Second CfP: Identity Aware NLP at LREC 2026
by Neele Falk 11 Feb '26

11 Feb '26

Dear all, We are organizing a workshop co-located with LREC 2026 on Identity Aware NLP. The details are as follows: ===================================================================== SECOND CALL FOR PAPERS Ethical and Technical Challenges for Identity-Aware NLP Workshop at LREC 2026, Palma de Mallorca, Spain, May 11-16, 2026 https://identity-aware-ai.github.io/ ===================================================================== *Workshop Theme:* What makes each of us unique, and which ethical and technical challenges does this imply? *OVERVIEW* What makes us unique? Language (and thus the automatic processing of it) is about people and what they mean. However, current practice relies on the assumptions that the involved humans are all the same, and that if enough data (and compute power) is present, the resulting generalizations will be robust enough and represent the majority. This approach often harms marginalized communities and ignores the notion of identity in models and systems. Our interdisciplinary workshop aims to raise the question of "what makes each of us unique?" to the NLP community. *WORKSHOP GOALS* - The development of a shared and interdisciplinary understanding of identities and how identity is treated in AI - The development of new methods that push the effective, fair, and inclusive treatment of individuals in AI to the next level *TOPICS OF INTEREST* We invite submissions on the following topics: *Modeling subjective phenomena and disagreement: *Personalization and perspectivist methods that challenge one-size-fits-all approaches by leveraging disaggregated data and annotator metadata. Methods that learn from disagreements rather than forcing consensus that erases unique perspectives. *Auditing and evaluating identity representation:* Techniques to measure how well models represent diverse identities, diagnose failures in capturing marginalized perspectives, and assess whether systems treat all identities equitably. Frameworks for identity-aware performance evaluation beyond aggregate metrics. *Bias detection and fairness interventions: *Methods to identify when models fail marginalized groups due to over-generalization, and techniques to mitigate such harms while preserving model utility. *Identity representation in LLMs: *How language models encode (or erase) diverse identities, embody particular perspectives, and either reproduce or challenge stereotypes. Measuring LLMs' capacity for reasoning about identities beyond majority groups. *Socio-political applications: *Modeling polarization, opinion formation, and deliberation in ways that account for identity rather than assuming homogeneous populations. How identity-aware approaches improve accuracy for politically sensitive tasks. *Methodological foundations from social sciences:* Best practices from psychology and survey science for measuring identity constructs (values, morals, narratives). Addressing challenges of using LLMs to model diverse populations while avoiding erasure through aggregation. *Accountability and responsible development: *Ethical responsibilities when building systems that represent (or exclude) identities. Making AI development processes accountable to marginalized communities most affected by over-generalization. *Identity-aware and community informed evaluation and auditing*: Community informed bias evaluation and auditing. Human evaluation of LLMs and other AI systems in an identity-aware manner. *SUBMISSION TYPES* We welcome the following types of submissions: * Long papers: 4-8 pages of content (excluding references) * Short papers: 4-8 pages of content (excluding references) * Non-archival submissions, student project presentations, mixed-media submissions For non-archival submissions, we welcome creative formats including: - Art, poetry, music - Blog posts - Jupyter notebooks - Teaching materials - Videos - Findings papers - Late-breaking papers - Extended abstracts For creative format submissions, please submit a PDF containing: - A summary or abstract of your work - A link to your work (if hosted externally) - Any additional context or documentation *SUBMISSION GUIDELINES * * All submissions will be double-blind reviewed * Submissions should follow LREC 2026 formatting guidelines available at: https://lrec2026.info/authors-kit/ * Papers must be 4-8 pages in length (excluding references) * Papers must include ethics and limitations sections * NO appendices are allowed (initial submission), up to 10 pages camera-ready * Originality and simultaneous submissions: submissions must be original, previously unpublished work. If a paper is submitted to or under consideration at another venue at the same time, this must be declared at submission time. If accepted here, it must be withdrawn from other venues; if accepted elsewhere while under review here, please notify us promptly. * Preprints: there is no anonymity period at LREC 2026, so authors may post preprints at any time; however, the version submitted for review must still be anonymized * Language resources (optional): at submission time, authors may share related language resources with the community; repository entries are linked to the LRE Map and provide metadata for the resource * Submission site: https://softconf.com/lrec2026/IdentityAwareAI * Proceedings and presentation: accepted papers will appear in the workshop proceedings. All accepted papers will be presented as posters. For remote participants, we will also organize a lightning round of short virtual presentations to accompany the posters. *WORKSHOP FORMAT* The workshop will be a half-day event featuring: - Keynote speeches from leading experts in the field - Paper presentations (oral and lightning talks) - Participatory design activity to develop a shared interdisciplinary vocabulary, identify current gaps in datasets for studying identity, and design a vision for collecting new datasets We are committed to ensuring that our workshop is accessible to all. The workshop will be held in a hybrid format, allowing both in-person and virtual participation. *IMPORTANT DATES* All deadlines are 11:59 PM AoE (Anywhere on Earth) * Submission Deadline: February 20, 2026 * Notification of Acceptance: March 20, 2026 * Camera-Ready Deadline: March 30, 2026 * Workshop Date: May 16, 2026 *DIVERSITY & INCLUSION * We actively encourage submissions from underrepresented communities and countries. The workshop organizers will provide mentorship and thorough feedback, especially to first-time authors and reviewers. * ORGANIZERS* Pranav A (University of Hamburg) Valerio Basile (University of Turin) Neele Falk (University of Stuttgart) David Jurgens (University of Michigan) Gabriella Lapesa (GESIS, Leibniz Institute for the Social Sciences & Heinrich-Heine University of Düsseldorf) Anne Lauscher (University of Hamburg) Soda Marem Lo (University of Turin) *CONTACT* For queries, please contact: identity-aware-ai(a)googlegroups.com Join us at Identity-Aware AI 2026 to contribute to this important conversation!

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Two PostDoc positions in Natural Language Processing (Open Position and for Authorship Analysis)
by Steffen Eger 11 Feb '26

11 Feb '26

The Natural Language Learning & Generation (NLLG) group https://nl2g.github.io/ at University of Technology Nuremberg (UTN) is looking for two postdocs positions (E13 100%), to be filled as soon as possible: * one open position in our fields of expertise (see below) * one position for LLM-based authorship verification/attribution in German data (speaking German is beneficial) The duration of the positions is 12 to 15 months. The tasks include: * scientific research in at least one of our focus areas, see below * Writing and publishing research results in relevant conferences and journals, as well as scientific networking and outreach through their presentation at conferences * Participation in third-party funding applications * Supervision of doctoral students and student assistants * Design and teaching of courses on a small scale Application materials include: * tabular CV * letter of motivation (restricted to 1 page) * 1-page description of your desired contribution to the group as a postdoc * links to at least 3 top-quality conference or journal publications (ACL, EMNLP, NAACL, EACL, COLING, TACL, ICLR, ICCV, NeurIPS, AAAI, CVPR, or an equivalent) and a description of your role in each publication. Application deadline: * February 20, 2026 For questions please contact steffen.eger(a)utn.de<mailto:steffen.eger@utn.de> Please apply online via https://www.utn.de/en/career/job-openings/ Focus areas: The NLLG group is among the leading NLP groups in Europe. It has a broad focus on NLP related topics, including: evaluation of text generation (e.g. machine translation, multimodal tasks, etc.), NLP and digital humanities (e.g. automatic poetry generation, literary translation, language change, argumentation, authorship analysis), NLP and social sciences (e.g. LLM-based analysis of social solidarity over time, biases, fairness) and AI4Science topics (e.g. automatic generation of scientific figures). --------------------------------------------- Prof. Dr. Steffen Eger Heisenberg Professor Natural Language Learning & Generation (NLLG) University of Technology Nuremberg (UTN) https://nl2g.github.io/ <https://nl2g.github.io/>https://www.utn.de/en/person/prof-dr-steffen-eger/<https://www.utn.de/person/prof-dr-steffen-eger/> https://www.utn.de/en/departments/department-engineering/nllg-lab/ <https://nl2g.github.io/> Ulmenstraße 52i 90443 Nürnberg

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UCL Summer School in English Corpus Linguistics
by Bas Aarts 11 Feb '26

11 Feb '26

The Survey of English Usage at University College London will be running its 13th Summer School in English Corpus Linguistics online from 24-26 June 2026. This Summer School is an accessible and inspiring introductory course in English Corpus Linguistics for students of linguistics and students of the English language. The course will be taught online over three days in the morning (UK time). The course consists of theoretical and practical sessions. Over the course of the three days, participants learn about the following: -the scope of Corpus Linguistics, and how we can use corpora to study the English Language; -key issues in Corpus Linguistics methodology; -how to use corpora to analyse issues in syntax, semantics, discourse and World Englishes; -basic elements of statistics; -how to navigate large and small corpora, particularly ICE-GB and DCPSE. At the end of the course, participants will have: -acquired a basic but solid knowledge of the terminology, concepts and methodologies used in English Corpus Linguistics; -had practical experience working with two corpora and a corpus exploration tool (ICECUP); -have gained an understanding of the breadth of Corpus Linguistics and the potential application for projects; -have learned about the fundamental concepts of inferential statistics and their practical application to Corpus Linguistics. Students are expected to have a basic knowledge of concepts in linguistics, especially grammar. Places are limited. Be sure to book early to get the early bird rate. For students in full-time education the course fee includes a free copy of either the ICE-GB Corpus (https://www.ucl.ac.uk/arts-humanities/research-projects/1998/sep/ice-gb) or the DCPSE Corpus (https://www.ucl.ac.uk/arts-humanities/research-projects/2006/sep/dcpse), with the associated exploration software ICECUP. For more information about the course, provisional timetable and how to apply, see: https://www.ucl.ac.uk/english/summer-school-english-corpus-linguistics Prof. Bas Aarts Department of English Language and Literature UCL Substack: https://basaarts.substack.com/ Continuous Professional Development and INSET courses for teachers: https://bit.ly/39qnKIH X: @UCLEnglishUsage and @EngliciousUCL Note: I respect your work/life balance. If I send you an email outside of your normal working hours there is no expectation that you will read or respond to the message at that time. Here, history happens. [image.png]

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CfP: Shared Task in Vocabulary Difficulty Prediction at BEA Workshop, ACL 2026.
by Skidmore, Lucy (Exams) 11 Feb '26

11 Feb '26

Dear all, We invite participation in our Shared Task on Vocabulary Difficulty Prediction for English Learners, which will be hosted at The<https://sig-edu.org/bea/2026> <https://sig-edu.org/bea/2026> 21st Workshop on Innovative Use of NLP for Building Educational Applications<https://sig-edu.org/bea/2026> (co-located with ACL 2026) both online and in person in San Diego, CA, United States. This shared task focuses on predicting the difficulty of English vocabulary for learners with different L1 backgrounds. Evaluation will use the British Council’s Knowledge-based Vocabulary Lists (KVL), which provide psychometrically calibrated difficulty scores for English learners with Spanish, German, and Mandarin L1s. The task includes a Closed Track, limited to the provided data and standard NLP resources, and an Open Track, which allows external data and use of LLMs, to explore the full potential of current AI approaches. Important Dates 26 January: Release of training data and baseline models<https://github.com/britishcouncil/bea2026st> 20 March: Test data release 27 March: System submissions from teams due 3 April: Announcement of evaluation results by the organisers 24 April: System papers due 1 May: Paper reviews returned 12 May: Final camera-ready submissions 2-3 July: BEA 2026 workshop at ACL Further details can be found at our shared task website<https://www.britishcouncil.org/data-science-and-insights/bea2026st>. Please send any questions to vocabularychallenge(a)britishcouncil.org<mailto:vocabularychallenge@britishcouncil.org> or post a new topic in our forum<https://groups.google.com/g/bea-2026-shared-task/>. We look forward to your participation! Organisers: Mariano Felice (British Council) and Lucy Skidmore (British Council). The British Council is the United Kingdom's international organisation for cultural relations and educational opportunities. A registered charity: 209131 (England and Wales) SC037733 (Scotland). This message is for the use of the intended recipient(s) only and may contain confidential information. If you have received this message in error, please notify the sender and delete it. The British Council accepts no liability for loss or damage caused by viruses and other malware and you are advised to carry out a virus and malware check on any attachments contained in this message.

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[DEADLINE EXTENSION] 3rd CfP: Social Context (SoCon) and Integrating NLP and Psychology to Study Social Interactions (NLPSI)
by Marco Antonio Stranisci 11 Feb '26

11 Feb '26

------------------------------------------------------------------- Joint Call for Papers Social Context (SoCon) and Integrating NLP and Psychology to Study Social Interactions (NLPSI) Co-located with LREC 2026, Palma, Mallorca (Spain) ------------------------------------------------------------------- Workshop day: May 12, 2026 Deadline for paper submission: February 16, 2026 February 23, 2026 Website: https://socon-nlpsi.github.io Contact: socon-nlpsi-workshop-organizers.nlproc(a)uni-bamberg.de OVERVIEW ------------------------------------------------------------------- Natural Language Processing has evolved significantly, enabling the modeling of high-level aspects of human communication. Relevant topics include pragmatics, social dynamics, and the integration of social context to better understand communicative intent. The SoCon and NLPSI workshops share a focus on the social dimensions of communication, while addressing distinct challenges. The Social Context Workshop explores how context shapes language use, seeking interdisciplinary collaboration across NLP, Pragmatics, Sociolinguistics, and Sociology. It aims to develop shared terminology and promote community-centered approaches as alternatives to traditional crowdsourcing. The NLPSI Workshop focuses on psychological processes shaping human communication, including how individuals perceive, process, and produce language. It welcomes interdisciplinary work from NLP, Social Psychology, and Affective Computing, with an emphasis on large-scale studies. TOPICS ------------------------------------------------------------------- This joint Call for Papers contains two tracks, SoCon and NLPSI. Authors should choose the track that best matches their contribution. SoCon Track "Towards Responsibly Infusing NLP with Social Context, Community Meanings, and Pragmatics Through Interdisciplinary NLP Efforts." Topics include, but are not limited to: * Interdisciplinary methods for modeling context, integrating NLP with pragmatics and social sciences * Studying social communities and how to engage with communities of practice and speech communities * Ethical challenges in resource creation, including participatory design involving relevant communities * Explaining behaviors in social interactions through models of social attitudes shaped by backgrounds, contexts, and triggering events NLPSI Track "Bridging the gap between NLP and psychological insights to foster a deeper understanding of social interactions." Topics include, but are not limited to: *Psychological constructs (beliefs, motives, feelings, affect, personality) *Psychological studies, especially those focused on interaction *Communication patterns such as empathy, persuasion, and conflict resolution *The role of emotions in interpersonal communication, such as emotion contagion and interpersonal emotion regulation SUBMISSION TYPES ------------------------------------------------------------------- * Long papers (up to 8 pages) presenting original research, from preliminary to established contributions * Short papers (up to 4 pages) presenting emerging ideas or early-stage research * Extended abstracts(non-archival, up to 2 pages): a new format designed to be inclusive of researchers from fields where conference papers are not standard (e.g., Social Sciences). Extended abstracts are not included in conference proceedings. SUBMISSION GUIDELINES ------------------------------------------------------------------- Submissions will be double-blind reviewed. Papers must follow the LREC templates (LaTeX, Word, Open Office, Overleaf). Page limits apply only to the main content; limitations, ethics, acknowledgements, references, and appendices do not count. Submission via Softconf: https://softconf.com/lrec2026/SoConNLPSI/ Authors must indicate resources used or created (data, tools, technologies, evaluation kits). ELRA encourages sharing of language resources to support reuse and replicability. Authors must follow ethical AI research policies and include an ethics statement. WORKSHOP FORMAT ------------------------------------------------------------------- The workshop follows LREC’s attendance policy. It will be a full-day hybrid event with keynotes and paper presentations (oral and lightning talks). IMPORTANT DATES ------------------------------------------------------------------- Paper submission deadline: February 16, 2026 February 23, 2026 Notification of acceptance: March 23, 2026 Camera-ready deadline: March 30, 2026 Workshop day: May 12, 2026 ORGANIZERS ------------------------------------------------------------------- SoCon Marco Antonio Stranisci, University of Turin Soda Marem Lo, University of Turin Sabine Weber, Bamberg University Rossana Damiano, University of Turin Simona Frenda, Heriot-Watt University Roman Klinger, University of Bamberg Viviana Patti, University of Turin Marteen Sap, Carnegie Mellon University Seid Muhie Yimam, University of Hamburg NLPSI Aswathy Velutharambath, University of Bamberg Sofie Labat, Ghent University Neele Falk, University of Stuttgart Flor Miriam Plaza-del-Arco, Bocconi University Roman Klinger, University of Bamberg Véronique Hoste, Ghent University Bennett Kleinberg, Tilburg University Marco https://marcostranisci.github.io/ - How happy were you with the shot selection the PhD even though they came back? - Happy? - Reasonable - Happy is not a word that we think about in the game the PhD. Think of something different. Happy, I don't know how to judge 'happy'. (Pop <https://www.youtube.com/watch?v=Fl_I9s1cN3Q>)

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Extended Deadline: 12th Workshop on the Representation and Processing of Sign Languages (sign-lang@LREC 2026)
by Schulder, Dr. Marc 11 Feb '26

11 Feb '26

Dear all, due to numerous requests we are extending the submission period for sign-lang@LREC 2026 to Friday, 20 February. See below for the updated Call for Papers: Event: 12th Workshop on the Representation and Processing of Sign Languages (sign-lang@LREC 2026) **NEW** Submission deadline: 20 February 2026 Workshop date: 16 May 2026 Website: https://www.sign-lang.uni-hamburg.de/lrec2026/ Submission page: https://softconf.com/lrec2026/signlang2026/ CALL FOR PAPERS Submissions are invited for a full day workshop on sign language resources and technologies, to take place on 16 May 2026 as a satellite event of LREC 2026 in Palma de Mallorca, Spain. As in the previous four years, the workshop will be a hybrid event. The extended submission deadline is Friday, 20 February 2026. During the past years, a number of large-scale sign language corpus projects have started. Some have already been completed, but many more projects are about to start. At the same time, sign language technologies are maturing and are promising to support the time-consuming basic annotation. The workshop aims at bringing together those researchers who already work with multimodal sign language corpora (and those who see the need for empirical underpinnings of their current research) with those who develop sign language technologies. It provides the platform to compare competing approaches. As sign language resource technologies build to a large extent on methodologies and tools used in the language resource community in general, but add very specific perspectives (e.g. no writing system established, use of video as data source) and works with a different modality of human language, sign language research is able to feed back to the language resource community at large. At the same time, as the raw data are in the visual domain, the field naturally bridges into Computer Vision. Thus, researchers use Machine Learning methods on both visual and linguistic data. We invite submissions of papers to be presented either on stage (20 minutes plus 10 minutes discussion), as posters (with or without demonstrations) or remotely (poster PDF plus text chat) on the following topics: 2026 SPECIAL TOPIC: LANGUAGE IN MOTION Motion is at the core of sign languages, both literally, through their existence in the visual-gestural modality, and figuratively, in how their communities drive language change. Equally, sign language research must stay in motion, adapting to new insights and technological possibilities, advancing how we create and use resources, evolving the capabilities of tools, and pushing the boundaries of what can be expected from the field, both technologically and ethically. We especially invite contributions relating to the representation and processing of sign languages that address these various facets of language in motion, but also welcome papers on other general issues relating to sign language resources and technologies. GENERAL ISSUES ON SIGN LANGUAGE CORPORA AND TOOLS • Evaluation of sign language resources • Experiences in building sign language corpora • Elicitation methodology appropriate for corpus collection • Proposals for standards for linguistic annotation or for metadata descriptions • Experiences from linguistic research using corpora • Use of (parallel) corpora and lexicons in translation studies and machine translation • Avatar technology as a tool in sign language corpora and corpus data feeding into advances in avatar technology • Language documentation and long-term accessibility for sign language data • Annotation and visualization tools • Linking corpora and lexicons and integrated presentation of corpus and dictionary contents • “Internet as a corpus” for sign languages • Sign language corpus mining • Crowd and community sourcing for corpus work • Multi-lingual sign language resources and connecting sign language resources to language resources for spoken languages • Language change and how it relates to resource creation, corpus-driven linguistic research, and language technologies We are pleased to confirm that the workshop will be a hybrid event. Similar to the 2022 and 2024 workshops, all participants will be given access to an online text chat before and during the event to allow remote participants to present their work as well as for discussion of all workshop contributions. On-stage presentations will be live streamed (including International Sign/English interpretation) with opportunity for questions from remote and on-site participants. The live poster sessions will be held on-site only, but posters will be made available online for discussion via text chat. In the tradition of LREC, oral/signed presentations, poster presentations (with or without demonstrations) and remote presentations have equal status, and authors are encouraged to suggest the presentation format best suited to communicate their ideas. Papers (4–8 pages) of all accepted submissions to this workshop will be published as workshop proceedings published on the conference website – independent of whether you have a poster, remote or oral/signed presentation. The workshop does not differentiate between long, short, or position papers. Please submit your paper through the LREC START system (https://softconf.com/lrec2026/signlang2026/) not later than 14 February 2026 (any time zone), indicating whether you prefer an oral/signed presentation, a poster presentation, a poster presentation with demo, or a remote poster. Unlike the main conference, the workshop will be reviewed single-blind, so submissions SHOULD NOT BE ANONYMOUS. In all other respects, submissions should follow the LREC 2026 style guide (https://lrec2026.info/authors-kit/). ATTENTION Please note that you are expected to submit the full paper, not an extended abstract as in previous years! IMPORTANT DATES • **NEW** deadline for submissions: 20 February 2026 (11:59PM UTC-12:00 “anywhere on Earth”) • Notification of acceptance: 16 March, 2026 • Early bird registration ends: tbd • Camera ready version of the paper (for both oral/signed presentations and posters): 27 March 2026 • Submission of slides for interpreters' preparation (oral/signed presentations only): 6 May 2026 • Submission of all slides/posters for the conference platform: 6 May 2026 • Submission of additional material, including demo videos, to be made available alongside with the posters/slides on the conference platform: 6 May 2026 • This workshop: 16 May 2026 • LREC main conference: 13–15 May 2026 • LREC workshops 11, 12 & 16 May 2026

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Important Update
by Mel Mistica 11 Feb '26

11 Feb '26

[cid:template_1770789672660]<https://share.google/ONWDW22As9yNi8r66>

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Third Call for Papers — Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026)
by Maria Irena Szawerna 10 Feb '26

10 Feb '26

**Apologies for cross-posting** Third Call for Papers: Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026) Website: https://legal2026.mobileds.de/ Submission: https://softconf.com/lrec2026/LEGAL2026/ We invite submissions to the Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026), to be held at LREC 2026 on the 12th of May 2026. Important Dates * 20th of February 2026: paper submission deadline * 30th March 2026: camera ready deadline (strict) * 12th May 2026: workshop date Introduction Access to text and speech data is essential for research, yet personal and sensitive information often prevents open sharing. Techniques such as pseudonymization and anonymization offer potential solutions, but their effectiveness, limitations, and impact on data utility require deeper investigation. Balancing privacy protection with meaningful scientific use remains a key challenge. At the same time, legal and ethical requirements increasingly shape how language resources can be created, processed, and distributed. Regulatory frameworks, such as the GDPR, the Data Act, and the Artificial Intelligence Act, affect access, reuse, and documentation duties for both text and speech data, creating a complex environment that demands interdisciplinary insight. The workshop brings these two perspectives together by addressing both the technical and practical aspects of de-identification as well as the legal and ethical obligations governing data handling. Topics include anonymization and pseudonymization methods, compliance in practical workflows, provenance and rights tracking, and emerging approaches to legal metadata. The goal is to foster responsible, legally sound, and technically robust innovation in human language technologies. Topics of Interest We invite contributions from all disciplines involved in the creation, processing, governance, and de-identification of text and speech data. Submissions may address theoretical, empirical, methodological, legal, or technical questions, including cross-disciplinary work. We particularly encourage research on less-represented languages and on data from under-represented communities. 1. Legal Aspects of Language Data (LEGAL2026) * Regulatory frameworks and global governance * Intellectual property, data protection, and LLM governance * Ethics, fairness, trust, and transparency * Compliance in practice * Ethics, fairness, and trust * Operationalizing compliance * Emerging and grey areas * Interdisciplinary and cross-border coordination 2. Pseudonymization, Anonymization, and De-identification: Theoretical, Methodological, and Technical Aspects (CALD-pseudo 2026) * Detection and classification of personal information (PI) * Replacement and transformation of PI * Utility and bias after de-identification * Approaches to evaluation and adversarial testing * Dataset creation for de-identification research * Low-resource scenarios * Speech-specific challenges * Cross-disciplinary applications and challenges We invite submissions from fields where de-identification of data plays an important role, including but not limited to Computational Linguistics, Applied Linguistics, Corpus Linguistics, Digital Humanities, Social Sciences, Political Sciences, Medical Science etc., from the perspectives of researchers, public organizations, and industry. Submission Guidelines Authors are invited to submit original and unpublished research papers in the following categories: * Long papers (up to 8 pages) for substantial contributions * Short papers (up to 4 pages) for: * Small, focused contributions or ongoing or preliminary work * Extended abstracts for non-technical submissions only, such as conceptual, theoretical, legal, ethical, policy-oriented, or position papers. Extended abstract submissions are expected to be developed into regular papers by the camera-ready submission deadline. The full papers will be published as workshop proceedings along with the LREC main conference. They should follow the LREC stylesheet, which is available on the conference website on the Author’s kit<https://lrec2026.info/authors-kit/> page. Unlike the main conference, we allow appendices of up to 10 pages already in the review phase. However, the reviewers will not be required to look in the appendices and must be able to review the paper based on everything contained within the main body of the paper (as if there were no appendices). Submission deadline: 20th of February 2026 Submission link: https://softconf.com/lrec2026/LEGAL2026/ When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Keynote Talks We are delighted to announce the workshop will host keynote talks from two speakers: * Paweł Kamocki, Leibniz-Institut für Deutsche Sprache, Germany * Ivan Habernal, Ruhr University Bochum, Germany Workshop Organizers LEGAL 2026: * Ingo Siegert, Otto-von-Guericke Universität Magdeburg, Germany * Paweł Kamocki, Leibniz-Institut für Deutsche Sprache, Germany * Kossay Talmoudi, ELDA, France * Khalid Choukri, ELDA, France CALD-pseudo 2026 * Maria Irena Szawerna, University of Gothenburg, Sweden * Simon Dobnik, University of Gothenburg, Sweden * Therese Lindström Tiedemann, University of Helsinki, Finland * Pierre Lison, Norwegian Computing Center & University of Oslo, Norway * Ildikó Pilán, Norwegian Computing Center, Norway * Ricardo Muñoz Sánchez, University of Gothenburg, Sweden * Lisa Södergård, University of Helsinki, Finland * Elena Volodina, University of Gothenburg, Sweden * Xuan-Son Vu, Lund University & DeepTensor AB, Sweden Program Committee A list of program committee members is available on the workshop webpage. Contact For inquiries, please contact ingo.siegert(a)ovgu.de for questions about LEGAL2026 or mormor.karl(a)svenska.gu.se for questions about CALD-pseudo 2026. Best regards, Maria Irena Szawerna ____________________ PhD student Språkbanken Text<https://spraakbanken.gu.se/> Institutionen för svenska, flerspråkighet och språkteknologi<https://www.gu.se/svenska-spraket> UNIVERSITY OF GOTHENBURG<https://www.gu.se/> https://spraakbanken.gu.se/om/personal/maria-szawerna

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Final CfP DeTermIt! Workshop @ LREC 2026 - Deadline Feb 23rd 2026
by Giorgio Maria Di Nunzio 10 Feb '26

10 Feb '26

[apologies for cross posting] DeTermIt! Workshop @ LREC 2026 11 May 2026 (afternoon) hybrid event (in-person + online)! Second Workshop on Evaluating Text Difficulty in a Multilingual Context Location: Palau de Congressos de Palma, Palma de Mallorca (Spain) - Paper submissions: 23 February 2026 Submission link: https://softconf.com/lrec2026/DeTermIt2026/ ***** Exciting NEWS ***** Best Student Paper Award: the best student paper (i.e., a paper whose first author is a PhD student or equivalent) will receive a free workshop registration for the corresponding (student) author. Keynote: We’re delighted to announce Horacio Saggion (Department of Information and Communication Technologies, Universitat Pompeu Fabra) as our keynote speaker! ##################### Final Call for Papers Schedule - Paper submissions: 23 February 2026 - Notification of acceptance: 13 March 2026 - Camera-ready due: 30 March 2026 - Workshop: one of 11, 12, or 16 May 2026 (half-day) All deadlines are 11:59PM UTC-12:00 AoE (“Anywhere on Earth”) For more information, please visit: Website: https://determit2026.dei.unipd.it/ ##################### In today’s interconnected world, where information dissemination knows no linguistic bounds, it is crucial to ensure that knowledge is accessible to diverse audiences, regardless of language proficiency and domain expertise. Automatic Text Simplification (ATS) and text difficulty assessment are central to this goal, especially in the age of Large Language Models (LLMs) and Generative AI (GenAI), which increasingly mediate access to information. The second edition of the DeTermIt! workshop focuses on the evaluation and modeling of text difficulty in multilingual, terminology-rich contexts, with a particular emphasis on the interaction between: - text simplification, - terminology and conceptual complexity, and - LLM/GenAI-based generation and rewriting. The 2026 edition builds on the first DeTermIt! workshop held at LREC-COLING 2024 (https://determit2024.dei.unipd.it/), as well as related initiatives such as the CLEF SimpleText track (https://simpletext-project.com/), which provides reusable data and benchmarks for scientific text summarization and simplification. DeTermIt! 2026 aims to bring together researchers and practitioners interested in terminology-aware simplification, lexical and conceptual difficulty, and evaluation protocols for GenAI systems. We welcome contributions that address theoretical, methodological, and applied aspects of text difficulty, including resource creation and evaluation (e.g., corpora, datasets, and benchmarks), with a focus on how linguistic complexity, specialized terminology, and domain knowledge interact with human understanding. In particular, we encourage work that explores how LLMs and GenAI can be evaluated, constrained, or guided to produce readable, faithful, and accessible texts. ##################### Topics of Interest ##################### We invite submissions on (but not limited to) the following themes: 1. Theoretical and Modeling Perspectives - Cognitive and linguistic models of text and lexical complexity. - Multilingual readability and text difficulty prediction. - Modeling conceptual difficulty and domain-specific terminology. - Theoretical connections between lexicography, terminology, and text simplification. 2. Terminology and Conceptual Complexity - Identification and classification of specialized terms and concepts. - Estimation of term difficulty for lay readers and second language learners. - Use of terminological databases, ontologies, and knowledge graphs in simplification pipelines. - Methods for adapting domain-specific terminology for accessible communication (e.g., in medicine, law, technology). 3. Generative and Explainable AI for Text Simplification - LLM- and GenAI-based approaches to text simplification and paraphrasing. - Terminology-Augmented Generation (TAG) and term-preserving simplification. - Evaluation of GenAI outputs: readability, factuality, terminology fidelity, and hallucination analysis. - Readability-controlled or difficulty-controlled generation; controllable simplification. - Human-centered and explainable approaches to text accessibility in GenAI systems. 4. Resources, Benchmarks, and Evaluation Frameworks - Corpora, annotation schemes, and benchmarks for text difficulty and simplification. - Datasets and methods for evaluating terminology-aware simplification and explanation. - FAIR and reusable resources for multilingual text accessibility. - Evaluation protocols and metrics for cross-lingual and cross-domain simplification and GenAI-based rewriting. 5. Applications and Case Studies - Domain-specific simplification (e.g., healthcare, legal, scientific communication). - Tools and systems for educational settings, language learning, or accessible communication. - User studies, human evaluation setups, and mixed-method approaches to assessing text difficulty and GenAI-assisted simplification. - Industrial and real-world experiences with integrating ATS and terminology into LLM-driven workflows. ##################### Submission Guidelines ##################### We invite original contributions, including research papers, case studies, negative results, and system demonstrations. When submitting a paper through the START system of LREC 2026, authors will be asked to provide essential information about language resources (in a broad sense: data, tools, services, standards, evaluation packages, etc.) that have been used for the work described in the paper or are a new result of the research. ELRA strongly encourages all authors to share the resources described in their papers to support reproducibility and reusability. Papers must be compliant with the stylesheet adopted for the LREC 2026 Proceedings (see https://lrec2026.info/authors-kit/). The workshop proceedings will be published in the LREC 2026 workshop proceedings. PAPER TYPES We accept three types of submissions: - Regular long papers – up to eight (8) pages of content, presenting substantial, original, completed, and unpublished work. - Short papers – up to four (4) pages of content, describing smaller focused contributions, work in progress, negative results, or system demonstrations. - Position papers – up to eight (8) pages of content, discussing key open challenges, methodological issues, and cross-disciplinary perspectives on text difficulty, terminology, and GenAI. References do not count toward the page limits. ##################### Organizers ##################### Chairs Giorgio Maria Di Nunzio, University of Padua, Italy Federica Vezzani, University of Padua, Italy Liana Ermakova, Université de Bretagne Occidentale, France Hosein Azarbonyad, Elsevier, The Netherlands Jaap Kamps, University of Amsterdam, The Netherlands Scientific Committee Florian Boudin - Nantes University, France Lynne Bowker - University of Ottawa, Canada Sara Carvalho - Universidade de Aveiro, Portugal Rute Costa - Universidade NOVA de Lisboa, Portugal Eric Gaussier - University Grenoble Alpes, France Natalia Grabar - CNRS, France Ana Ostroški Anić - Institute of Croatian Language and Linguistics, Croatia Tatiana Passali - Aristotle University of Thessaloniki Grigorios Tsoumakas - Aristotle University of Thessaloniki Sara Vecchiato - University of Udine, Italy Cornelia Wermuth - KU Leuven, Belgium ##################### Contact ##################### For inquiries, please contact: giorgiomaria.dinunzio(a)unipd.it <mailto:giorgiomaria.dinunzio@unipd.it>

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3rd and Final Call for Papers — Workshop on Dialects in NLP: A Resource Perspective (at LREC 2026)
by Stavros Bompolas 10 Feb '26

10 Feb '26

Dialects in NLP: A Resource Perspective (DialRes-LREC26) Workshop at LREC 2026 — Palma de Mallorca, Spain, May 16, 2026 Hybrid event — in person and online Website: https://dialres.github.io/dialres/ Contact: dialres-lrec26(a)googlegroups.com<mailto:dialres-lrec26@googlegroups.com> Dialectal and non-standard varieties pose persistent challenges for linguistic resource development. While in-depth study and large-scale resource creation for dominant or standard varieties have driven major advances in language technology, linguistic resources that adequately represent dialectal variation remain scarce. It therefore remains an open question whether standard-centric practices address dialectal variation or instead create new problems for dialects. DialRes-LREC26 invites submissions on the creation, analysis, and evaluation of dialectal resources, including—but not limited to—work that critically examines how standard-centric methodologies impact dialects in the development of linguistic resources and models. We especially encourage contributions addressing the consequences of such practices for speech and morphosyntactic modelling, OCR of dialectal and historical texts, orthographic normalisation and homogenisation, annotation practices and lemmatisation strategies that abstract away or suppress dialectal forms, as well as analyses of how these choices affect dialects and their communities methodologically, economically, and socially. The workshop focuses on problems, limitations, and trade-offs in developing dialectal resources from a linguistic perspective, while encouraging the creation and evaluation of resources in formats that enable reuse by the NLP community. Workshop Topics * Development and evaluation of dialectal oral and textual resources * Orthographic normalisation and homogenisation, including their impact on dialectal variation * Dialects vs. standard language varieties in annotation frameworks * Cross-lingual and cross-dialectal transfer and model adaptation * Resource scalability issues and techniques * Use and limitations of large language models (LLMs) in dialectal resource development * OCR for dialectal, non-standard, and historical texts: challenges, errors, and downstream effects * Resources for, and applications supporting, dialect revitalisation and preservation * Dialectal studies and teaching from a resource-oriented perspective * Working on dialectal resources: academic, financial, legal, and societal issues * Enabling and empowering dialect communities to develop their own resources Submission Information Instructions for Authors Submissions are electronic, using the Softconf START conference management system via the link: https://softconf.com/lrec2026/DialRes. They must be 4 to 8 pages long (excluding references and potential Ethics Statements) and follow the LREC stylesheet, available on the conference website on the Author’s kit page Author’s Kit<https://lrec2026.info/authors-kit/>. All templates are also available from this<https://lrec2026.info/calls/second-call-for-papers/> page. Invited Speaker Prof. Barbara Plank, LMU Munich (https://bplank.github.io/) Important Dates * 20 February 2026 — Submission Deadline * 11 March 2026 — Notification of Acceptance * 28 March 2026 — Camera-ready Papers Due Resubmissions from the LREC Main Conference It will also be possible to submit papers that were rejected from the LREC 2026 main conference to DialRes 2026. Such submissions must be revised to fit the scope and format of the workshop and must comply with the same anonymization requirements. Endorsements The workshop is endorsed by UniDive COST Action CA21167 and Archimedes Athena R.C. Organizing Committee * Antonios Anastasopoulos — George Mason University / Archimedes–Athena RC * Stella Markantonatou — ILSP / Archimedes–Athena RC * Angela Ralli — University of Patras / Archimedes–Athena RC * Marcos Zampieri — George Mason University * Stavros Bompolas — Archimedes–Athena RC * Vivian Stamou — Archimedes–Athena RC

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Two PhD and Postdoc openings at FAU Erlangen-Nürnberg (E13, 100%)
by Gozde Gul 10 Feb '26

10 Feb '26

The newly founded Chair of Intelligent Language Systems at FAU Erlangen–Nürnberg is seeking applications for fully funded PhD and postdoctoral positions. The key research areas include reasoning, interpretability, neuro-symbolic methods, memory and multilinguality. The position offers a degree of research freedom, however the overall goal is to advance LLM/VLMs for the long-tail of the distribution, i.e., unseen languages, tasks or domains by developing novel ML/NLP/RL methods. About the Lab The lab is led by Gözde Gül Sahin <https://gglab-ku.github.io/>. We regularly publish at top-tier *CL venues, and are also looking to extend to top-tier ML venues. Our lab has been partially funded by <https://www.tubitak.gov.tr/>Wikimedia Foundation <https://wikimediafoundation.org/> via Wikimedia Research Fund <https://meta.wikimedia.org/wiki/Grants:Programs/Wikimedia_Research_%26_Tech…> , Google (Gemini) Academic Program <https://ai.google.dev/gemini-api/docs/gemini-for-research> and Scientific and Technological Research Council of Türkiye <https://www.tubitak.gov.tr/> via International Fellowship for Outstanding Researchers program. About FAU Erlangen-Nürnberg FAU offers broad opportunities for interdisciplinary collaboration across Informatik and beyond. There is strong potential for joint research with other computer science chairs, for example in areas intersecting with speech processing <https://lme.tf.fau.de/>, as well as, security, and reliable systems <https://www.cs1.tf.fau.de/lab/>. Natural connections also exist with the Humanities <https://www.phil.fau.eu/>, particularly linguistics and digitally supported humanities research, as well as with application-oriented fields such as medicine <https://www.med.fau.eu/>. The chair is embedded in the vibrant Erlangen–Nuremberg research ecosystem, with close proximity to major industrial and applied research actors such as Siemens, adidas, and Fraunhofer IIS, providing an excellent environment for collaborative, impact-oriented PhD and postdoctoral research. Computational Resources FAU Erlangen–Nürnberg HPC Center offers access to powerful, well-maintained GPU clusters (https://doc.nhr.fau.de/clusters/overview/). Your Profile - For the postdoctoral position: PhD in computer science, computational linguistics or a related field. For PhD position: Master of Science in computer science, computational linguistics or a related field before the PhD starting date - Strong background in Natural Language Processing and Machine Learning - Excellent programming skills - Proficiency in English (German not required) - Ability to work independently and as part of an interdisciplinary team - Positive attitude, enjoyment of research, and finding new solutions Application Please email the following as a single pdf file to goezde.sahin [at] fau.de - Cover letter, including your motivation for application (max. one page) - A research statement outlining your research interests within the scope of the advertised position. It should propose a concrete research agenda you plan to develop during your PhD or PostDoc (up to two pages including references). - Curriculum vitae (including your publication list (if available)) - Bachelors and Masters diplomas - Transcripts - Name and contact details of 2 referees Applications until *01.03.2026* will be given full consideration, however the position will remain open until filled. Hence, feel free to inquire even if the deadline has passed. The preferred starting date is 01.05.2026 (or soon after) Salary This is a fully funded E13 position (100%). An approximate salary can be calculated using the following tool: https://oeffentlicher-dienst.info/c/t/rechner/tv-l/west?id=tv-l-2025.

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Final CfP: Universal Dependencies Workshop @ LREC 2026
by cagri coltekin 10 Feb '26

10 Feb '26

*** apologies for cross-posting *** CALL FOR PAPERS Ninth Workshop on Universal Dependencies (UDW 2026) 16 May 2026, Palma de Mallorca, Spain (co-located with LREC 2026) https://universaldependencies.org/udw26/ Overview Universal Dependencies (UD) is a framework for cross-linguistically consistent treebank annotation that has so far been applied to over 180 languages. The framework aims to capture similarities as well as idiosyncrasies among typologically different languages (e.g., morphologically rich languages, pro-drop languages, and languages featuring clitic doubling). The goal in developing UD was not only to support comparative evaluation and cross-lingual learning but also to facilitate multilingual natural language processing, enable comparative linguistic studies, and provide resources for language model understanding and evaluation. The Universal Dependencies Workshop series was started to create a forum for discussion of the theory and practice of UD, its use in research and development, and its future goals and challenges. Some of the previous workshops have been co-located with COLING, EMNLP, and SyntaxFest. We invite papers on all topics relevant to UD, including but not limited to: * Theoretical foundations and universal guidelines * Linguistic analysis of specific languages and/or constructions * Language typology and linguistic universals * Treebank annotation, conversion, and validation * Word segmentation, morphological tagging and syntactic parsing * Use of UD data for evaluating or understanding language models * Linguistic studies based on the UD data Priority will be given to papers that adopt a cross-lingual perspective. Invited Speakers * Marie-Catherine de Marneffe, UC Louvain * Stephen Mayhew, Duolingo Important Dates Paper submission deadline: February 16, 2026 Notification of acceptance: March 16, 2026 Camera-ready version due: March 30, 2026 Workshop date: May 16, 2026 Submission Formats We invite submissions in two formats: * Regular (long) papers up to 8 pages of content (excluding references and appendices). Regular papers should present substantial, original, and unpublished research, including empirical evaluation results where appropriate. * Short papers up to 4 pages of content (excluding references and appendices). Short papers may offer smaller, focused contributions, such as work in progress, negative results, surveys, or opinion pieces. We also welcome non-archival papers, defined as work that has already been published or accepted for publication at another computational linguistics venue. These papers may be presented at the workshop but will not appear in the LREC 2026 Workshop Proceedings. Accepted papers will be given one additional page to address reviewer comments. Paper Submission, Review Process and Selection Criteria Submissions will be handled via the START Conference Manager. * Submission link: https://softconf.com/lrec2026/UDW2026/ Papers should describe original work; they should emphasise completed work rather than intended work, and should indicate clearly the state of completion of the reported results. Submissions will be judged on correctness, originality, technical strength, significance and relevance to the conference, and interest to the attendees. All submissions should follow the two-column LREC style guidelines. We strongly recommend the use of the LaTeX style files, OpenDocument, or Microsoft Word templates created for LREC: https://lrec2026.info/authors-kit/. Unlike LREC main conference submissions, UDW submissions are allowed to include appendices, and the UDW makes a distinction between short (up to four pages) and long papers (up to eight pages). All papers must be anonymous, i.e., not reveal author(s) on the title page or through self-references. So, e.g., “We previously showed (Smith, 2020) …”, should be avoided. Instead, use citations such as “Smith (2020) previously showed …”. All papers will undergo a double-blind peer review process, with final acceptance decisions made by the workshop chairs. Submissions that violate the requirements above will be rejected without review. LRE-Map and Sharing Language Resources When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Presentation Format Accepted papers will be presented as oral or poster presentations. The mode of presentation will be determined by the workshop chairs and does not reflect the quality of the submission. UDW 2026 will primarily be an in-person event, but online participation will also be possible for the participants who cannot travel to the conference. Accepted papers will be published in the LREC 2026 Workshop Proceedings. Website: https://universaldependencies.org/udw26/ Contact: udw26(a)googlegroups.com Organizing Committee * Çağrı Çöltekin, Tübingen University * Kaja Dobrovoljc, University of Ljubljana & Jozef Stefan Institute * Joakim Nivre, Uppsala University

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Survey of English Usage Annual Report 2025
by Bas Aarts 10 Feb '26

10 Feb '26

Dear colleagues, Please find below a link to the Survey of English Usage Annual Report for 2025: https://www.ucl.ac.uk/arts-humanities/english/research/survey-english-usage… All the best, Bas Prof. Bas Aarts Department of English Language and Literature UCL Substack: https://basaarts.substack.com/ Continuous Professional Development and INSET courses for teachers: https://bit.ly/39qnKIH X: @UCLEnglishUsage and @EngliciousUCL Note: I respect your work/life balance. If I send you an email outside of your normal working hours there is no expectation that you will read or respond to the message at that time. Here, history happens. [image.png]

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[deadline extension] 3rd Call for paper: The Information Disorder Workshop
by s.frenda＠hw.ac.uk 10 Feb '26

10 Feb '26

The Information Disorder Workshop Collocated with LREC 2026 in Palma de Mallorca, Spain https://information-disorder-workshop.github.io/ * February 24: Paper submission * March 17: Notification of acceptance * March 30: Camera-ready submission * May 12, 2026: InDor at LREC! Online disinformation is a pressing challenge for our societies. Its role in influencing elections (Allcott & Gentzkow, 2017) and behaviours (van der Linden et al., 2020) has gathered the attention of different societal actors aimed at mitigating its negative impact. The Natural Language Processing (NLP) community is contributing to fighting this phenomenon with a growing number of datasets (Hussain et al., 2025) and technologies (VeraAI, AskVera, Bellingcat) (Lupi et al., 2023; Wuhrl et al., 2023) for the automatic recognition of fake news. However, this field of research suffers from a lack of a common theoretical framework, which causes a fragmentation of approaches. The increasing attention of the NLP community to human-label variation (Plank, 2022) raises additional challenges regarding the cross-cultural and pragmatic implications that determine the spreading of disinformation (Dabbous et al., 2022). The goal of the Information Disorder (InDor) workshop is to promote an interdisciplinary and intersectorial discussion towards the development of NLP research on disinformation. Information Disorder is a recent framework introduced by Wardle and Derakhshan (2017) to organize theories, definitions, and approaches for the study of disinformation. The framework is characterized by two main pillars: 1) acknowledging the need to categorize fake news under a finer-grained taxonomy of disorders (mis-information, dis-information, and mal-information); 2) exploring the role of the contextual factors that determine the spreading of fake news. InDor aims to Define a common theoretical ground for the research on disinformation in NLP and beyond Discuss the cultural factors determining subjectivity to disinformation Promote interdisciplinarity in the development of datasets and models Discuss the impact of real-world applications to contrast disinformation The InDor workshop (half-day duration) will be co-located with the fifteenth biennial Language Resources and Evaluation Conference (LREC) held at the Palau de Congressos de Palma in Palma de Mallorca, Spain, on 11-16 May 2026. Submissions When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). In addition, authors will be required to adhere to ethical research policies on AI and may include an ethics statement in their papers. The papers should be submitted as a PDF document, conforming to the formatting guidelines provided in the call for papers of the LREC conference. Templates are provided here https://lrec2026.info/authors-kit/ We accept three types of submissions: Regular research papers; Non-archival submissions: like research papers, but will not be included in the proceedings; (Non-archival) research communications: 1-page abstracts summarising relevant research published elsewhere. InDor will also accept submissions that have been rejected from ACL rolling review, provided they are accompanied by their reviews, and they fit the topic of the workshop. Research papers (archival or non-archival) may consist of up to 8 pages of content. Research communications may consist of up to 1 page of content. Please make the submission here: https://softconf.com/lrec2026/InDor26/ Topics We invite original research papers specifically on the following topics, with a particular focus on resources, taxonomies, and benchmarks for the evaluation of NLP systems on Information Disorder: new interdisciplinary theoretical proposals and foundational aspects surveys on Information Disorder multiculturality and multilinguality in datasets and technologies interdisciplinary computational methods and frameworks community- and user-centred approaches real-world applications to contrast false information experimental applications and projects for social good evaluation of Information Disorder-focused systems generative approaches to contrast false information participatory approaches positions on Information Disorder Submissions are open to all and are to be submitted anonymously (and must conform to the instructions for double-blind review). All papers will be refereed through a double-blind peer review process by at least three reviewers, with final acceptance decisions made by the workshop organisers. Scientific papers will be evaluated based on relevance, significance of contribution, impact, technical quality, scholarship, and quality of presentation. Attendance At least one author of each accepted paper is required to participate in the conference and present the work, in-person or online. Workshop organisers: Simona Frenda, Heriot-Watt University Marco Antonio Stranisci, University of Turin Shaina Ashraf, Phillips University of Marburg Ada Ren, Macquarie University Ioannis Konstas, Heriot-Watt University Usman Naseem, Macquarie University Contact us at s.frenda(a)hw.ac.uk if you have any questions. Website: https://information-disorder-workshop.github.io/

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PAN @ CLEF 2026: Shared Tasks on Authorship Analysis, Computational Ethics, and Originality Call for Participation
by Martin Potthast 09 Feb '26

09 Feb '26

We'd like to invite you to participate in the following shared tasks at PAN 2026 held in conjunction with the CLEF conference in Jena, Germany. 1. Voight-Kampff Generative AI Detection. Given a (potentially obfuscated) text, decide whether it was written by a human or an AI. https://pan.webis.de/clef26/pan26-web/generated-content-analysis.html 2. Text Watermarking. Insert a watermark into a given text. Then, after we have attacked the text, detect the inserted watermark. https://pan.webis.de/clef26/pan26-web/text-watermarking.html 3. Multi-Author Writing Style Analysis. Given a document, determine at which positions the author changes. https://pan.webis.de/clef26/pan26-web/style-change-detection.html 4. Generative Plagiarism Detection. Given a document and a collection of documents, your task is to identify all sources in the collection that the document plagiarizes. https://pan.webis.de/clef26/pan26-web/generated-plagiarism-detection.html 5. Reasoning Trajectory Detection. Detect the source and safety of LLM-generated and human-written reasoning trajectories. https://pan.webis.de/clef26/pan26-web/reasoning-trajectory-detection.html More information: https://pan.webis.de/clef26/pan26-web/index.html Important Dates -------------------------- now Training Data Released April 23, 2026: Registration closes May 07, 2026: Software submission deadline May 28, 2026: Participant paper submission June 30, 2026: Peer review notification July 06, 2026: Camera-ready participant papers submission September 21-24, 2026: CLEF Conference Links -------------------------- PAN: https://pan.webis.de Contact: pan(a)webis.de We are looking forward to your submission! The PAN team

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Post Doc positions (24 months) in digital linguistics / NLP at TurkuNLP
by Veronika Laippala 09 Feb '26

09 Feb '26

Dear all, The TurkuNLP research group at the University of Turku, Finland, invites applications for 2–4 fixed-term postdoctoral researcher positions in Digital Linguistics and/or Natural Language Processing (NLP). Employment begins in March–April 2026 at the earliest (or as agreed) and continues for 24 months or until the end of May 2028. The positions are part of several research projects targeting web language use and massively multilingual web-crawled data. All projects are funded by the Research Council of Finland, including the newly selected Centre of Excellence Human Diversity through Contacts. The research topics include, but are not limited to: - Modeling and linguistically analyzing language use across varieties such as registers (genres) in massively multilingual web-scale data, using multilingual deep learning methods, LLMs, and corpus-linguistic statistical approaches - Developing NLP methods for advanced semantic analysis and labeling of multilingual web data - Theoretical and methodological advances for web language use and web-as-corpus research The closing date for applications is February 26, 2026 at 16:00 (Europe/Helsinki). For more information, please contact me or visit https://ats.talentadore.com/apply/tutkijatohtorin-maaraaikaisia-tehtavia-di… and https://sites.utu.fi/humandiversity/news/positions-open-in-human-diversity-…. Best regards, Veronika Laippala

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Call for Papers: LxGr2026
by Costas Gabrielatos 09 Feb '26

09 Feb '26

11th Symposium on Corpus Approaches to Lexicogrammar (LxGr2026) CALL FOR PAPERS Deadline for abstract submission: 1 March 2026 The symposium will take place online on Thursday 2 and Friday 3 July 2026 Invited Speakers Stefan Gries<https://www.stgries.info/> (University of California, Santa Barbara, USA) Martin Hilpert<http://members.unine.ch/martin.hilpert> (University of Neuchâtel, Switzerland) Serge Sharoff<https://ssharoff.github.io/> (University of Leeds, UK) Organiser: Costas Gabrielatos<https://ehu.ac.uk/gabrielatos> (Edge Hill University) LxGr primarily welcomes papers reporting on corpus-based research on any aspect of the interaction of lexis and grammar -- particularly studies that interrogate the system lexicogrammatically to get lexicogrammatical answers. However, position papers discussing theoretical or methodological issues, as well as descriptions or demonstrations of tools or resources are also welcome, as long as they are relevant to both lexicogrammar and corpus linguistics. If you would like to present, send an abstract of 500 words (excluding references) to lxgr(a)edgehill.ac.uk<mailto:lxgr@edgehill.ac.uk>. * Abstracts for research papers should specify the research focus (research questions or hypotheses), the corpus, the methodology (techniques, metrics), the theoretical orientation, and the main findings. * Abstracts for position papers should specify the theoretical orientation and the potential contribution to both lexicogrammar and corpus linguistics. * Abstracts for tools or resources should provide a clear description of the main functions, and specify the potential contribution to both lexicogrammar and corpus linguistics. Full papers will be allocated 35 minutes (including 10 minutes for discussion). Work-in-progress reports will be allocated 20 minutes (including 5 minutes for discussion). There will be no parallel sessions. Participation is free. For details, visit the LxGr website: https://sites.edgehill.ac.uk/lxgr If you have any questions, please contact lxgr(a)edgehill.ac.uk<mailto:lxgr@edgehill.ac.uk>. ________________________________ Edge Hill University<http://ehu.ac.uk/home/emailfooter> Modern University of the Year, The Times and Sunday Times Good University Guide 2022<http://ehu.ac.uk/tef/emailfooter> University of the Year, Educate North 2021/21 ________________________________ This message is private and confidential. If you have received this message in error, please notify the sender and remove it from your system. Any views or opinions presented are solely those of the author and do not necessarily represent those of Edge Hill or associated companies. Edge Hill University may monitor email traffic data and also the content of email for the purposes of security and business communications during staff absence.<http://ehu.ac.uk/itspolicies/emailfooter>

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PhD Position in project "Relating Probabilities of Words to Probabilities of Worlds" at University of Bamberg
by Sean Papay 09 Feb '26

09 Feb '26

Dear all, We are looking to hire a PhD student for a term of three years at the Chair for Fundamentals of Natural Language Processing (https://www.uni-bamberg.de/en/nlproc/) at the University of Bamberg in Germany, starting either May 1 2026 or as soon as possible thereafter. The position will be part of the project "Relating Probabilities of Words to Probabilities of Worlds (PoWPoW)", to be funded by the German Research Foundation (DFG) as part of the Priority Programme LaSTing (https://www.lasting-spp.org/). The project’s goal is to investigate how LLMs represent and reason about probabilistic world knowledge. Within this scope, the project will explore methods for eliciting probability judgments from LLMs, test how well such judgments agree with empirical probabilities, investigate the internal consistency of related probability judgments, and compare LLMs’ probabilistic reasoning to that of humans. The full details can be found here: https://www.uni-bamberg.de/fileadmin/abt-personal/Homepage_ab_2016-03/10_St… Applicants should have: * M.Sc. or comparable degree in Computer Science, Computational Linguistics, or a related area. * Experience working with NLP methods and LLMs. * Strong grasp of probability theory – experience with graphical models or formal logic a bonus. * Good knowledge and practical experience with deep learning. * Very good command of English; German knowledge is not essential. * Ability to work in a team, excellent communication skills, enthusiasm, and intrinsic motivation. If you would like to apply, please send your application to Sean Papay <sean.papay(a)uni-bamberg.de>. Your application should be a single .pdf file, comprising a brief motivation letter, your CV, the contact details of two references, and an academic writing sample -- for example, your Master's Thesis or an academic paper previously written by you. Best regards, --Sean Papay

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2nd CFP-GITT-2026 at EAMT 2026: Gender-Inclusive Translation Technologies
by bsavoldi＠fbk.eu 09 Feb '26

09 Feb '26

2nd CALL FOR PAPERS Fourth International Workshop on Gender-Inclusive Translation Technologies (GITT) at EAMT 2026 15 June 2026, Tilburg, The Netherlands https://sites.google.com/view/gitt2026/ @gitt-workshop.bsky.social Important Dates (Time zone: Anywhere on Earth) Submission deadline: 20 April, 2026 Notification of Acceptance: 13 May, 2026 Camera Ready Copy due: 20 May, 2026 Workshop: 15 June, 2026 **Aim and scope** The Gender-Inclusive Translation Technologies Workshop (GITT) is set out to be the dedicated workshop that focuses on gender-inclusive language in translation and cross-lingual scenarios. The workshop aims to bring together researchers from diverse areas, including industry partners, MT practitioners, and language professionals. GITT aims to encourage multidisciplinary research that develops and interrogates both solutions and challenges for addressing bias and promoting gender inclusivity in MT and translation tools, including LMs applications for the translation task. **Topics** GITT invites technical as well as non-technical submissions, which consist of experimental, theoretical or methodological contributions. We explicitly welcome interdisciplinary submissions and submissions that focus on innovative, non-binary linguistic strategies and/or with sociolinguistically-informed perspectives. The topics of interest include, but are not limited to: - Models or methods for assessing and mitigating gender bias - New resources for inclusive language and gender translation (e.g., datasets, translation memories, dictionaries) - Social, cross-lingual, and ethical implications of gender bias - Qualitative and quantitative analyses on the potential limits of current approaches to gender bias in translation and MT, error taxonomies as well as best practices and guidelines - User-centric case studies on the impact of biased language and/or mitigating approaches which can include translators, post-editors, or monolingual MT users GITT is also open to other non-listed topics aligned with the scope of the workshop and works focusing on non-textual modalities (e.g., audiovisual translation) **Submission** We welcome four types of submissions, two archival and two non-archival. ARCHIVAL - Research papers: of at least 4 up to 10 pages (excluding references) - Extended Abstracts: up to 2 pages (including references) Accepted papers and extended abstracts consisting of novel work will be published online as proceedings in the ACL Anthology. NON-ARCHIVAL - Research Communications: up to 2 pages (including references). We include a parallel submission policy in the form of Research Communications for papers related to the topic of GITT that were accepted in other venues in 2025 and 2026. - Potluck Communications: short abstract up to 500 words (including references). Potluck Communications offer a space for anyone—especially students and early career researchers—to discuss bold new ideas for collaboration, brainstorm about ongoing work, and explore future research directions. The communications will not be included in the proceedings, but will serve to promote the dissemination of research aligned with the scope of the workshop. All submissions should adhere to the EAMT 2026 guidelines and style templates (PDF, LaTeX, Word) and be uploaded on Easychair ( https://easychair.org/conferences?conf=eamt2026) **Workshop organizers** Manuel Lardelli, University of Padova Janiça Hackenbuchner, University of Ghent Luisa Bentivogli, Fondazione Bruno Kessler Joke Daems, University of Ghent Beatrice Savoldi, Fondazione Bruno Kessler Eleni Gkovedarou, University of Ghent

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Call for Contributions: HUMIC – Humans and Machines in Conversation: Linguistic, Social and Relational Perspectives on Conversational AI
by Constantin Orasan 09 Feb '26

09 Feb '26

HUMIC – Humans and Machines in Conversation: Linguistic, Social and Relational Perspectives on Conversational AI https://www.ias.surrey.ac.uk/event/humic-humans-and-machines-in-conversatio… University of Surrey | In-person Workshop 16th June 2026 As generative AI and large language models reshape how we interact with chatbots, voice assistants and conversational agents, HUMIC focuses on the linguistic, social and relational dimensions of these technologies—areas often overlooked in technical development. HUMIC<https://www.ias.surrey.ac.uk/event/humic-humans-and-machines-in-conversatio…>, led by Dr. Doris Dippold and supported by the Surrey Institute for Advanced Studies, the BAAL Special Interest Group ‘Humans, Machines, Languages’ and the Surrey Institute for People-Centred AI, aims to foster interdisciplinary dialogue and connect academic insights with industry practice. Such insights are vital for developing conversational technologies that are context-aware, socially responsive, and cater for their users’ rapport needs. We invite contributions that explore the complex interplay between humans and machines with reference to these factors. We welcome submissions from researchers working across the disciplines, for example but not limited to linguistics, psychology, sociology, natural language processing, UX research, and conversation design. Submissions may focus on any domain. We particularly welcome submissions from industry, focusing for example on common challenges and practices in designing conversational systems with linguistic, social and relational perspectives in focus. During the workshop, participants will be invited to participate in a collaborative session. The session will encourage the generation of new research ideas and explore how research can respond to industry challenges. Selected works resulting from this workshop will be considered for a potential special issue. Keynote Speakers: * Maaike Groonewege (ConvoCat, Netherlands)<https://www.linkedin.com/in/maaikegroenewege/?originalSubdomain=nl> – Linguist and Conversation Designer * Bettina Migge (University College Dublin, Ireland)<https://people.ucd.ie/bettinamigge> – Language and AI Technology * Christian Hildebrand (University of St Gallen, Switzerland)<https://www.ibt.unisg.ch/team/christian-hildebrand/> – AI and Language in Consumer Behaviour We invite 300-word proposal on topics related to the workshop. Themes of interest include, but are not limited to: * Linguistic and pragmatic dimensions of human-machine dialogue * Social and relational dynamics in conversational AI, including rapport-building, empathy and trust * Designing inclusive and accessible conversational systems that account for the needs of diverse users (linguistic, cultural, neurodiverse) * Linguistic choices and their role in shaping user expectations, satisfaction, engagement and decision-making * Evaluation methods and metrics for linguistic, social and relational outcomes in human–machine interaction (qualitative, quantitative, or mixed-methods) * Model training and fine-tuning strategies for enhancing linguistic, social and relational outcomes in human–machine interaction. * Interdisciplinary and academic-industry collaboration in the development of linguistically, socially and relationally aware conversational technologies Accepted submissions will be assigned to oral or poster presentation formats according to the mode of presentation best suited to their content. Submission Details: * Abstract length: 300 words (excluding title, authors and references) * Deadline: 16th March 2026 * Notification of acceptance: 27th April 2025 * Submission: HUMIC – Humans and Machines in Conversation<https://forms.office.com/e/gyLXEs9QFi> ORGANISERS Dr Doris Dippold<https://www.surrey.ac.uk/people/doris-dippold>, Literature and Languages, University of Surrey Dr Fabio Fasoli<https://www.surrey.ac.uk/people/fabio-fasoli>, School of Psyschology, University of Surrey Dr Di Fu<https://www.surrey.ac.uk/people/di-fu>, School of Psychology, University of Surrey Dr Richard Green<https://www.surrey.ac.uk/people/richard-green>, School of Health Sciences, University of Surrey Assistant Professor Amal Haddad<https://www.ugr.es/personal/amal-haddad-haddad>, University of Granada Prof Constantin Orasan<https://www.surrey.ac.uk/people/constantin-orasan>, Literature and Languages, University of Surrey Dr Valentina Pitardi<https://www.surrey.ac.uk/people/valentina-pitardi>, Strategy, Marketing and International Business, University of Surrey --- Prof Constantin Orăsan Professor of Language and Translation Technologies Centre for Translation Studies<https://www.surrey.ac.uk/centre-translation-studies> Personal page: https://www.surrey.ac.uk/people/constantin-orasan Office: 06LC03, Phone: +44 (0) 1483 68 4115 Library and Learning Centre, University of Surrey, Guildford, Surrey, GU2 7XH, UK

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Third CFP: Workshop on Structured Linguistic Data and Evaluation (SLiDE) at LREC 2026
by Petya Osenova 09 Feb '26

09 Feb '26

Workshop on Structured Linguistic Data and Evaluation (SLiDE) A full-day workshop at <https://lrec2026.info/> LREC 2026<https://lrec2026.info/>, 11-16 May 2026, Palma, Mallorca (Spain) The workshop will be held on May 11, 2026 Webpage: https://www.slide-workshop.org/ Third Call For Papers In the last ten years, significant advances in deep learning models and the development of Large Language Models (LLMs) have revolutionized the fields of computational linguistics (CL) and natural language processing (NLP). In turn, this has led to a complete re-assessment of the language resources and evaluation practices necessary for training LLMs and analyzing their outputs. In particular, the availability of very large amounts of unstructured data for training foundational models has come into focus, while the value of high-quality structured linguistic data with rich annotations at various levels of linguistic analysis has been downplayed by comparison. However, as CL and NLP practitioners engage further with LLMs and debate their strengths and weaknesses, the importance of high-quality, structured linguistic data has been re-emphasized. The proposed workshop can be seen as related to the Treebanks and Linguistic Theories (TLT) conference series and the more recent SyntaxFest venue. Over the years, these venues have provided a central forum for high-quality research on treebanks, syntactic theory, syntax-semantics interface, structured meaning representations, and annotated linguistic resources. With record participation in recent years, they demonstrate the vitality and relevance of this line of work. The Workshop on Structured Linguistic Data is conceived as both a continuation of this tradition and an adaptation to the new realities of an LLM-dominated research landscape. The workshop will bring together researchers from these overlapping traditions to advance methods, resources, and practices for integrating structured linguistic data into the LLM era. Topics of interest include but are not limited to: Linguistic Data Analyses, Language Resources, and Evaluation * Grammar processing with NLP and LLM-based tools * Phonological and morphological analysis and LLM tokenization * Annotation strategies with LLM-empowered methodologies and tools * Design principles and annotation schemes for structured linguistic data * Multi-lingual and cross-lingual settings * Mapping of structured linguistic data to Linked Open Data resources * Evaluation informed by language typology * Language resources for underresourced and endangered languages * The use of structured linguistic data for NLP applications * The use of structured linguistic data in acquiring linguistic knowledge * (Semi-)automatic methods for creating structured linguistic data Spoken language Data * Speech-to-text applications * Speech Generation techniques * Speech data preparation, curation and evaluation Multimodality and Situated Dialogue * Structured multimodal resources: gesture AMR (GAMR), gaze and posture annotation, multimodal dialogue corpora. * Multimodal grounding: linking language with visual, gestural, and action representations * Structured representations for co-attention and alignment in multiparty dialogue * Multimodal evaluation resources for LLMs Pragmatics and Discourse * Structured data for discourse and dialogue: discourse relation annotation, coherence structures, dialogue acts * Pragmatic annotation (speech acts, presupposition, implicature, politeness, stance) * Structured approaches to common ground tracking and Theory of Mind in LLMs Semantics and Lexical Meaning * Dependency analysis and semantic parsing * Annotation beyond syntax: semantics, pragmatics and discourse * Structured data for lexical semantics: sense inventories, semantic frames, qualia structure, and type-theoretic resources * Computational semantics resources: Abstract Meaning Representation (AMR), Universal Meaning Representation (UMR), Discourse, Representation Structures, Minimal Recursion Semantics (MRS), Type Theory with Records (TTR) * Distributional and neural-symbolic representations of lexical meaning: (e.g., Holographic Reduced Representations (HRR), hyperdimensional computing) for structured LLM grounding * Aligning vector-based meaning representations with symbolic/typed structures We invite paper submissions in two distinct tracks: * regular papers on substantial and original research, including empirical evaluation results, where appropriate – 8 pages excluding references and potential ethics statements; * short papers on smaller, focused contributions, work in progress, negative results, surveys, or opinion pieces – 4 pages excluding references and potential ethics statements. Invited speakers Naiara Perez (University of the Basque Country) Shira Wein (Amherst College) Paper Submission and Templates * Submission follows the LREC 2026 conference instructions, using the Softconf START conference management system accessible through the following link: https://softconf.com/lrec2026/SLiDE/ * Submissions should follow the LREC stylesheet, available on the conference website on the <https://lrec2026.info/authors-kit/> Author’s kit<https://lrec2026.info/authors-kit/> page. Papers must be anonymized to support double-blind reviewing. Important Dates February 22, 2026: Paper submission deadline March 15, 2026: Notification of acceptance March 25, 2026: Camera-ready papers May 2026: Workshop at LREC 2026 All deadlines are 11.59 pm UTC -12h (“anywhere on Earth”). Workshop Organizers Jan Hajič (Prague University, Czech Republic) Erhard Hinrichs (Tübingen University, Germany) Sandra Kübler (Indiana University, USA) Joakim Nivre (Uppsala University, Sweden) Petya Osenova (Sofia University, Bulgaria) James Pustejovsky (Brandeis University, USA)

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Second CfP LANLP: Bridging Ibero and Latin American NLP communities Co-located Networking Symposium @ LREC 2026
by GAMALLO OTERO PABLO 09 Feb '26

09 Feb '26

Second Call for Papers LANLP: Bridging Ibero and Latin American NLP communities 16 May 2026, Palma de Mallorca, Spain http:<http://lanlp>https://sites.google.com/view/lanlp2026/home Co-located Networking Symposium @ LREC 2026 https://lrec2026.info/ Description and Goals We organise a Networking Symposium on Latin American NLP (LANLP), focusing on natural language processing for the diverse languages of the Iberian Peninsula and Latin America. This region includes major world languages (e.g. Spanish (~558M speakers), Portuguese (~267M) as well as regional and indigenous languages. For example, Latin America alone hosts tens of millions of speakers of Quechua (~10M), Guaraní (>6M), Nahuatl (~2M), Aymara (~2M), among many others. Such languages are highly under‐resourced: over 88% of the world’s languages remain largely unsupported by language technologies. This networking event addresses that gap by promoting collaboration on ethically and culturally sensitive resource creation, evaluation, and novel methods for low-resource multilingual NLP in Iberian and Latin American languages and varieties. Our goal is to bring together communities (SEPLN<http://www.sepln.org/>, CLARIAH-ES<https://www.clariah.es/>, PROPOR<https://propor2024.citius.gal/>, AmericasNLP<https://turing.iimas.unam.mx/americasnlp/index.html>, and SomosNLP<https://somosnlp.org/>) to share cutting-edge research, language resources, and best practices. LANLP focuses on community-driven resource development and evaluation for Iberian languages, and diverse Latin American languages (including indigenous and minority languages). We aim to bridge regional communities: for instance, past forums like OpenCor note that “Latin American and Iberian communities... did not have an established event” to share initiatives, corpora and tools. LANLP fills this gap, fostering new contacts between Iberian and Latin American NLP research groups. The goals are to (1) highlight challenges in processing these languages, (2) share novel datasets and models, and (3) catalyze future collaborations and shared tasks. We emphasize both academic rigor and community inclusivity, encouraging contributions from established researchers and grassroots language advocates alike. Topics of Interest We invite submissions on topics including (but not limited to): * Language resource creation: Corpora, lexicons, and annotations for Iberian and Latin American languages (text, speech, multimodal). * LLMs opportunities and challenges: Small Language Models, synthetic data, mitigating biases, linguistic inequalities, data scarcity, language domination. * Multilingual transfer & modeling: Cross-lingual and multilingual representations, transfer learning, and embedding methods that bridge Spanish, Portuguese, varieties and minority languages. * Machine translation & generation: MT, summarization, and language generation for Spanish, Portuguese, and low-resource languages (e.g., Quechua, Aymara, Nahuatl). * Speech and audio processing: ASR, TTS, and spoken language resources for under-resourced languages and regional dialects (e.g. indigenous languages, Brazilian Portuguese, Latin American Spanish). * Dialectal and code-switching NLP: Identification and handling of dialectal variation and code-switching (e.g. Spanish–Portuguese code-mixing, Spanish–indigenous language contact). * Morphology and syntax: Analysis and tagging for morphologically rich or under-documented languages (e.g. Basque, Mapudungun, Bribri) using universal dependencies or other frameworks. * Domain-specific NLP: Social media, sentiment, hate-speech detection, and other tasks in Iberian and Latin American language contexts (e.g. Latin American social media analysis). * Digital humanities & cultural heritage: NLP for historical texts, literature, and cultural content in Spanish, Portuguese, and regional languages. * Community-driven methods: Crowdsourcing, citizen science, and participatory approaches for data collection and annotation in these languages. * Evaluation and benchmarks: Development of evaluation metrics and benchmarks tailored to low-resource Iberian/Latin languages. * Ethical and social issues: Fairness, bias, and indigenous language rights in NLP; collaboration with native speaker communities; data governance and sustainability of resources. Important dates * February 18, 2026: Paper submission deadline * March 20, 2026 Notification of acceptance * March 30, 2026: Camera-ready deadline * May 16, 2026: Networking Symposium Date Submission Instructions We invite non anonymous submissions in English, Spanish or Portuguese on the topics of interest between 4 and 8 pages of content. The page limit of 8 pages does not include acknowledgements, references, potential Ethics Statements and discussion on Limitations in line with the policy of the main LREC conference. All submissions must follow the LREC stylesheet (https://lrec2026.info/authors-kit/). Any submissions which are over-length, poorly formatted or make excessive use of appendices to circumvent page limits are liable to desk-rejection. At the time of submission, authors are offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map (https://lremap.elra.info/), which provides metadata for the resource. Organizing Committee * Luis Chiruzzo Inco (AmericasNLP, luischir(a)fing.edu.uy<mailto:luischir@fing.edu.uy>) * Pablo Gamallo (PROPOR, CiTIUS, pablo.gamallo(a)usc.gal<mailto:pablo.gamallo@usc.gal>) * María Grandury (SomosNLP, EPFL, mariagrandury(a)gmail.com<mailto:mariagrandury@gmail.com>) * Rafael Muñoz Guillena (SEPLN, CENID, UA, rafael(a)dlsi.ua.es<mailto:rafael@dlsi.ua.es>) * German Rigau Claramunt (CLARIAH-ES. HiTZ Center, EHU, german.rigau(a)ehu.eus<mailto:german.rigau@ehu.eus>)

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Four PhD and four Postdoc positions in Copenhagen, Denmark
by Johannes Bjerva 09 Feb '26

09 Feb '26

The 𝐍𝐚𝐭𝐮𝐫𝐚𝐥 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐏𝐫𝐨𝐜𝐞𝐬𝐬𝐢𝐧𝐠 𝐠𝐫𝐨𝐮𝐩 𝐚𝐭 Aalborg University Copenhagen (AAU-NLP) is growing fast in 2026, and we’re excited to announce that we are hiring 𝐟𝐨𝐮𝐫 𝐏𝐡𝐃 𝐬𝐭𝐮𝐝𝐞𝐧𝐭𝐬 (3 years), and 𝐟𝐨𝐮𝐫 𝐩𝐨𝐬𝐭𝐝𝐨𝐜𝐬 (1–3 years each), to join us at the beautiful waterfront Copenhagen Campus of Aalborg University. This new cohort will join our expanding research efforts on 𝐒𝐞𝐜𝐮𝐫𝐢𝐭𝐲, 𝐒𝐚𝐟𝐞𝐭𝐲 𝐚𝐧𝐝 𝐏𝐫𝐢𝐯𝐚𝐜𝐲 𝐢𝐧 𝐀𝐈, with a strong emphasis on 𝐍𝐋𝐏 𝐚𝐧𝐝 𝐋𝐋𝐌𝐬 across diverse cultural and linguistic settings. We’re interested in candidates with solid backgrounds in 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠, 𝐍𝐋𝐏, 𝐚𝐧𝐝 𝐬𝐞𝐜𝐮𝐫𝐢𝐭𝐲 as well as those coming from 𝐜𝐨𝐦𝐩𝐮𝐭𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐥𝐢𝐧𝐠𝐮𝐢𝐬𝐭𝐢𝐜𝐬 who want to work at the intersection of language and AI. Some example areas of interest include: • NLP/LLM security, adversarial robustness, and backdoor detection • Memorization and Privacy in LLMs • Safety, factuality, and trustworthy multilingual language technologies • Linguistically informed modelling and cross-cultural evaluation • Interpretability, semantics, and behaviour analysis of LLMs • Low-resource language processing and multilingual robustness Within these areas, the projects offer 𝐬𝐮𝐛𝐬𝐭𝐚𝐧𝐭𝐢𝐚𝐥 𝐟𝐫𝐞𝐞𝐝𝐨𝐦 𝐭𝐨 𝐞𝐱𝐩𝐥𝐨𝐫𝐞 𝐲𝐨𝐮𝐫 𝐨𝐰𝐧 𝐢𝐝𝐞𝐚𝐬 - we believe the best research is driven by curiosity and creativity. Apply here: * PhDs (deadline 17 February): https://www.vacancies.aau.dk/phd-positions/show-vacancy/vacancyId/884796 * Postdocs (deadline 4 March): https://www.vacancies.aau.dk/scientific-positions/show-vacancy/vacancyId/88… Interested applicants are encouraged to reach out to the project PI, Johannes Bjerva, at jbjerva(a)cs.aau.dk

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Last CFP: *SEM 2026: The 15th Joint Conference on Lexical and Computational Semantics [3 July 2026, Co-located with ACL 2026]
by Nedjma Ousidhoum 09 Feb '26

09 Feb '26

Dear corpora-list members, Apologies for cross-posting. The 15th Joint Conference on Lexical and Computational Semantics (*SEM2026), will be co-located with ACL 2026 on the 3rd of July. The call for papers can be found here<https://starsem2026.github.io/calls/> and below. Important Dates (All deadlines are 11:59pm UTC-12h, AoE) - Direct submission deadline (long & short papers): Feb 13, 2026 - Notification of acceptance: May 5, 2026 - Camera-ready deadline: May 26, 2026 - Conference date: July 6, 2026 (co-located with ACL 2026) - Following the ACL and ARR policies<https://www.aclweb.org/portal/content/report-acl-committee-anonymity-policy>, there is no anonymity period requirement. Website https://starsem2026.github.io/ Direct submission link https://openreview.net/group?id=STARSEM/2026/Conference Call for Papers *SEM brings together researchers interested in the semantics of natural languages and its computational modelling. The conference embraces a wide range of approaches including data-driven, neural, probabilistic and symbolic; practical applications as well as theoretical contributions are welcome. The long-term goal of *SEM is to provide a forum for NLP researchers working on any aspect of natural language semantics. *SEM invites submissions related to the computational modelling of natural language semantics (understood broadly) and its application. Relevant areas include (but are not limited to) theoretical aspects of computational semantics, empirical and data-driven approaches, resources, evaluation, and applications/tools. *SEM encourages authors to consider ethical aspects of their work, and to address and discuss ethical questions and implications relevant to their research. *SEM also values reproducibility and particularly welcomes submissions that adhere to the reproducibility guidelines as specified here. Please fill out this form<https://forms.gle/634oW3yvtTkur6qL9> if you would like to volunteer as a reviewer or as an Area Chair. Questions may be directed to: startsem-2026-pcs(a)googlegroups.com<mailto:startsem-2026-pcs@googlegroups.com> New for *SEM 2026 1. One Day Conference: Unlike past iterations, *Sem 2026 will be a one-day conference. (ACL has informed us that this is due to venue size limitations.) 2. Centering Research Questions: Research questions in *Sem, and NLP generally, can be roughly categorized into those that address: * new findings about language (linguistic phenomena, semantic patterns), * new findings about people (language use, behavior, health, ethics, etc.), * new findings about automatic language processing (advancing language understanding through ML/AI and other approaches). Centering and explicitly articulating the research question helps authors frame and present their contribution more clearly. It also helps reviewers and Area Chairs evaluate the work within the appropriate context. For example, a paper that centers a compelling linguistic or behavioral research question and offers meaningful new insights need not also introduce methodological novelty or rely on the latest models (including LLMs). A simple and interpretable approach may make good sense. To support this, the *SEM 2026 submission form asks authors to explicitly identify the predominant research question type for their work, as well as any additional categories that apply. There are no quotas for accepted papers of different types, and submissions will not receive preferential treatment based on category selection. Including this information also allows *SEM to track the kinds of research questions authors pursue and how the conference’s focus evolves over time. 3. Lasting Impact Modern NLP and ML papers have often been criticized for being overly incremental or becoming obsolete shortly after publication. To encourage work with broader scientific value and longer-term relevance, reviewers of *Sem 2026 will be asked to explicitly assess the potential lasting impact of each submission. This assessment will be included as a short-written justification and will factor into the overall recommendation. Importantly, a healthy research ecosystem requires diversity in the time horizons of research contributions. Some papers offer immediate practical value; others generate insights or resources whose importance unfolds over years. *Sem 2026 welcomes this full spectrum. Reviewers should evaluate the potential for lasting influence—not only immediate performance gains. Work can have a lasting impact in many ways. See our blog post<https://starsem2026.github.io/blog/> on this. Topics of Interest (non-exhaustive) * Compositional semantics and sentence representations * Statistical, machine learning, and deep learning methods in semantic tasks * Multilingual and cross-lingual semantics * Word sense disambiguation and induction * Sentiment Analysis, Computational Affective Science, Stylistic Analysis, and Argument Mining * Computational Social Science, Digital Humanities, and Cultural Analytics * Semantic parsing, and syntax-semantics interface * Frame semantics and semantic role labeling * Textual inference, textual entailment, and question answering * Formal approaches to semantics * Extraction of events and of causal and temporal relations * Entity linking, pronouns and coreference * Discourse, pragmatics, and dialogue * Machine reading * Abusive language detection, Fact verification and related tasks * Extra-propositional aspects of meaning * Multiword and idiomatic expressions * Metaphor, irony, and humor processing * Knowledge mining and acquisition * Common sense reasoning * Language generation * Multidisciplinary research on semantics * Grounding and multimodal semantics * Psycholinguistics * Interpretability and Explainability * Human semantic processing * Semantic annotation, evaluation, and resources * NLP Applications * Ethical aspects and bias in semantic representations Submission Instructions Submissions must describe unpublished work and be written in English. We solicit both long and short papers. Long papers describe original research and may consist of up to eight (8) pages of content, plus unlimited pages for references. Appendices are allowed after the references, but the paper should be self-contained, and reviewers will not be required to check the appendices, if any. Final versions of long papers will be given one additional page of content (up to 9 pages) so that reviewers' comments can be taken into account. Short papers describe original focused research and may consist of up to four (4) pages, plus unlimited pages for references. Upon acceptance, short papers will be given five (5) content pages in the proceedings. Authors are encouraged to use this additional page to address reviewers' comments in their final versions. Limitations and Ethics Statement sections are allowed and encouraged but are not mandatory. These sections should be placed after the conclusion and will not count towards the overall page limit. Submissions should follow the ARR formatting requirements<https://github.com/acl-org/acl-style-files>. Submission routes and deadlines *SEM solicits direct submissions (not through ARR). The deadline for direct submissions is Feb 13, 2026, and these submissions will be reviewed by the *SEM2025 program committee. Submissions are made through OpenReview. Multiple submission policy *SEM does not prohibit the submission of work that is under consideration for another venue at the same time as the *SEM review period. However, authors of such papers will be asked to declare this at submission time. Best regards, The *SEM 2026 Program Chairs.

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Second call for participation: UMR parsing shared task
by Dan Zeman 08 Feb '26

08 Feb '26

Second Call for Participation: Shared Task in Parsing into Uniform Meaning Representation (UMR) https://ufal.mff.cuni.cz/umr-parsing Uniform Meaning Representation <https://umr4nlp.github.io/web/> (UMR) is designed as a typologically-aware successor of AMR, with various modifications and additions, including explicit token-node alignment and document-level relations. Parsers previously proposed for AMR are thus not directly applicable to UMR, although they may serve as a baseline for development of UMR parsers. The few attempts at UMR parsing published so far focused mostly on English. The first shared task in UMR parsing aims to perform evaluation of parsing systems on multiple languages and to assess the current state of the art. The shared task is collocated with the DMR 2006 workshop <https://dmr2026.github.io/> (and with LREC), to be held on 11 May 2026 in Palma de Mallorca, Spain. The shared task is now in its development phase, with training data available for six languages (Arapaho, Chinese, Czech, English, Latin, Navajo). The test phase is schedule to run between 16 and 27 February 2026. Registration is open until the end of the test phase. For more details, see the shared task homepage at https://ufal.mff.cuni.cz/umr-parsing. Dan Zeman, Jan Štěpánek & the UMR community

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International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026): Second Call for Research Papers (2nd Round)
by Announce 08 Feb '26

08 Feb '26

*** Second Call for Research Papers (2nd Round) *** International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) 29 September - 2 October 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://conf.researchr.org/home/variability-2026 The International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) invites high-quality contributions from researchers and practitioners in software engineering, systems engineering, and related disciplines focussing on a broad spectrum of methods, concepts, and tools for variability. VARIABILITY aims to be the premier forum for the exchange of ideas, experiences, and results in all aspects of software and systems variability management, reuse, software configuration, and customization. As software and systems become increasingly configurable, reusable, and adaptable, managing their variability across all lifecycle phases is more critical—and more challenging —than ever. VARIABILITY 2026 seeks to bring together the diverse communities that address these challenges from theoretical, technical, and practical perspectives. VARIABILITY results from a merge of three prominent conferences focussing on software and systems variability, configuration and reuse: SPLC (the International Systems and Software Product Line Conference, 29 successful editions), VaMoS (the International Working Conference on Variability Modelling of Software-Intensive Systems, 19 successful editions), and ICSR (the International Conference on Systems and Software Reuse, 22 successful editions). VARIABILITY is by design open as a conference. It welcomes new fields of variability- intensive research, such as artificial intelligence, hybrid software-hardware systems, etc. For this first edition of VARIABILITY, we strive to continue the success of the predecessor conferences ICSR, SPLC, and VaMoS by welcoming high-quality submissions for the research track in numerous closely related areas, such as systems and software product lines, systems and software reuse, configurable systems and software, product configuration, and systems and software variability. We will award the best research paper and the best artifact paper. Topics of Interest We invite contributions on variability management, reuse, and configuration across all phases of the software and systems lifecycle. The topics of interest include, but are not limited to: Requirements & Domain Engineering • Domain analysis and variability modeling • Decision modeling and support • Customization and personalization specification • Requirements variability and traceability Architecture & Design • Variability-aware software architectures • Architecture-centric product line engineering • Model-driven engineering (MDE) • Multi-product lines, program families, product lines of product lines, software ecosystems Implementation & Code Generation • Generative programming and code synthesis • Modularization techniques for reusable code • Programming languages and frameworks for variability • Open-source strategies for software reuse Testing, Verification & Quality Assurance • Testing and analysis of configurable systems • Safety and security in variable systems • Formal Methods for Software Product Lines • Non-functional properties: quality-aware analysis, quality-driven configuration • Reuse in testing, verification, and quality assurance Evolution, Maintenance & Operation • Refactoring and restructuring of configurable systems • Reverse engineering, variability mining, and refactoring • Runtime variability and dynamic (software) product lines • Maintenance strategies for large-scale reused systems • Variability in DevOps and CI/CD pipelines AI and Data-Driven Methods • Machine learning for variability management • AI-assisted product configuration • Data and repository mining from product lines and configuration histories • Recommendation systems for reuse and customization Publication of Proceedings Accepted papers will be published in the VARIABILITY 2026 proceedings by Springer in the LNCS series. Submission Guidelines Paper Types We invite the following types of submissions: • Full Papers (up to 18 pages excluding references): Research papers must present original, unpublished work with validated results through empirical evaluation, formal analysis, or implementation-based experiments. Submissions must clearly articulate the problem, its relevance, the proposed contribution, and validation results. • Short Papers (6 - 8 pages excluding references): Short papers present early-stage research, novel ideas, or conceptual proposals that are not yet fully developed or validated but offer promising directions. These papers should articulate the vision, motivation, and potential impact. Formatting Papers must use the Springer LNCS template according to: https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu… Springer provides author guidelines that should be consulted for further details: https://resource-preview-cms.springernature.com/springer-cms/rest/v1/conten… Submission Link Submissions should be made via Easy Chair, selecting the research track: https://easychair.org/conferences?conf=variability2026 Paper Originality, Double-Anonymous Policy, Reviewing All papers must be original and not under review elsewhere. Submissions will be double- anonymous and reviewed by at least three experts. Submissions will be evaluated based on their novelty, relevance, rigor, transparency, and presentation. Authors of submissions to the first deadline might be invited to submit a revision of their papers to the second deadline, which will be reviewed as a revision. Revisions Research-track papers can be submitted to the first or second cycle. In the first cycle, papers can receive the following decisions: accept, revision, or reject. Revision means that the reviewers believe that the paper has potential, but that its quality or contribution is not yet ready for publication. Such papers are offered lightweight shepherding by a community member, who is not necessarily a PC member or reviewer. Revised papers should be submitted to the second cycle together with a response letter, explaining how the reviewer comments were addressed. They are then reviewed by the same PC members. Papers rejected in the first cycle can be resubmitted in the second cycle, but need to contain an appendix “Changes to First-Cycle Submission” at the end of the PDF (after references, regardless of the page limit) that lists the major changes in bullet-point format. Best Paper Awards Springer will sponsor the awards for bet papers with an overall amount of €1000. Journal Special Issue Selected accepted papers will be invited to submit extended versions with at least 30% additional and original material, to be published in a special issue in a reputable Software Engineering journal (currently under negotiation). Important Dates (AoE) • Paper Submission Deadline (2nd Round): 2 April 2026 • Notification of Acceptance (2nd Round): 1 June 2026 • Camera-Ready Deadline: 15 July 2025 • Author Registration: 15 July 2025 Organisation General Chairs • George A. Papadopoulos, University of Cyprus, Cyprus • Gilles Perrouin, FNRS & University of Namur, Belgium Research Track Chairs • Thorsten Berger, Ruhr University Bochum, Germany • Ina Schaefer, KIT, Germany Industry Track Chairs • Shaukat Ali, Simula Research Lab and Oslo Metropolitan University, Norway • Martin Becker, Fraunhofer IESE, Germany Journal First Track Chairs • Mathieu Acher, University Rennes, Inria, CNRS, IRISA, France • Xhevahire Tërnava, LTCI, Télécom Paris, Institut Polytechnique de Paris, France Doctoral Symposium Track Chairs • Rick Rabiser, LIT CPS, Johannes Kepler University Linz, Austria • Iris Reinhartz-Berger, University of Haifa, Israel Demos and Tools Track Chairs • Sandra Greiner, University of Southern Denmark, Denmark • Leopoldo Teixeira, Federal University of Pernambuco Projects Showcase Chairs • Daniel Struber, Chalmers, University of Gothenburg, Radbound University, Sweden • Dalila Tamzalit, Nantes Université, France Hall of Fame Chairs • Martin Becker, Fraunhofer IESE, Germany • Goetz Botterweck, Lero - The Irish Software Research Centre and University of Limerick, Ireland • Natsuko Noda, Shibaura Institute of Technology, Japan Workshops Chairs • Lidia Fuentes, Universidad de Malaga, Spain • Malte Lochau, University of Siegen, Germany Tutorials Chairs • Loek Cleophas, Eindhoven University of Technology and Stellenbosch University, The Netherlands • Mahsa Varshosaz, IT University of Copenhagen, Denmark Proceedings Chair • Sophie Fortz, King's College London, UK Publicity Chairs • Wesley Assunção, North Carolina State University, USA • Kentaro Yoshimura, Hitachi Ltd, Japan Local Organiser and Finance Chair • George A. Papadopoulos, University of Cyprus, Cyprus

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Computation and Written Language Workshop (at LREC 2026) Final Call for Papers
by Constantine Lignos 07 Feb '26

07 Feb '26

Computation and Written Language Workshop (at LREC 2026) Final Call for Papers The Third Workshop on Computation and Written Language (CAWL 2026) will be held in conjunction with LREC 2026 as a half-day workshop on May 12th in Palma, on the island of Mallorca, Spain. The workshop will feature an invited talk, a tutorial on working with different writing systems, and posters and presentations for submitted work. Annual CAWL workshops are organized under the guidance of the ACL Special Interest Group on Writing Systems and Written Language (SIGWrit). We welcome submissions of scientific papers to be presented at the workshop and archived in the ACL Anthology. Please see the submission guidelines below and see the workshop webpage (https://sigwrit.org/) for additional relevant information. For the first time ever, CAWL will also feature a cash prize of $500 USD for the best student submission. Topics Most work in NLP focuses on language in its canonical written form. This has often led researchers to ignore the differences between written and spoken language or, worse, to conflate the two. Furthermore, methods for dealing with written language issues (e.g., various kinds of normalization or conversion) or for recognizing text input (e.g. OCR & handwriting recognition or text entry methods) are often regarded as precursors to NLP rather than as fundamental parts of the enterprise, despite the fact that most NLP methods rely centrally on representations derived from text rather than (spoken) language. This general lack of consideration of writing has led to much of the research on such topics to largely appear outside of ACL venues, in conferences or journals of neighboring fields such as speech technology (e.g., text normalization) or human-computer interaction (e.g., text entry). This workshop will bring together researchers who are interested in the relationship between written and spoken language, the properties of written language, the ways in which writing systems encode language, and applications specifically focused on characteristics of writing systems. Topics of interest include but are not limited to: - Writing systems for less-resourced, Indigenous, and minoritized languages - Multi-writing system models - Text entry and tokenization - Processing abbreviations and homographs - Grapheme-to-phoneme conversion, transliteration, and diacritization - Text normalization for speech and for processing “informal'” genres of text - Information-theoretic and machine-learning approaches to decipherment - Optical character (incl. handwriting) recognition and historical document processing - Orthography for unwritten languages - Spelling error detection and correction - Script normalization and encoding - Writing system typology and its relevance to speech and language processing - Properties of written language - Applications specifically focused on characteristics of writing systems Important dates (all deadlines anywhere-on-earth (AoE) time): Paper submission deadline: February 20, 2026 Notification of acceptance: March 17, 2026 Camera-ready paper due: March 30, 2026 Workshop date: May 12, 2026 Submission Guidelines Please submit short (4 page) or long (8 page) submissions in PDF format. Both short and long paper submissions will be reviewed in the same process. Authors should follow the formatting guidelines of LREC 2026, available in the authors’ kit (https://lrec2026.info/authors-kit/). Note that, as with the main conference, reviewing is double-anonymous, i.e., reviewers will not know author identity and vice versa, hence no author information should be included in the papers; self-reference that identifies the authors should be avoided or anonymised. Accepted papers will appear in the workshop proceedings in the ACL anthology. Submissions will be accepted at https://softconf.com/lrec2026/CAWL/ between now and February 20, 2026. For questions about the submission guidelines, please contact workshop organizers at cawl-2026-organizers(a)googlegroups.com.

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Call for paper - LLMs for Equitable Education Systems
by Marco Bombieri 06 Feb '26

06 Feb '26

Dear colleagues, We are pleased to announce a Call for Papers for the Research Topic *“*LLMs for Equitable Education Systems*”*, to be published in Frontiers in Artificial Intelligence. This special issue focuses on the role of LLMs and agentic AI in fostering equitable and responsible educational systems. We welcome original research articles, reviews, and perspectives addressing topics such as AI-driven personalized learning, fair and transparent assessment, bias mitigation, accessibility, and ethical implications of LLMs in education. Key deadlines: - Manuscript Summary: 30 June 2026 - Full Manuscript: 30 September 2026 Call for paper and submission guidelines are available at: https://www.frontiersin.org/research-topics/77438/llms-for-equitable-educat… With best regards, The Research Topic editorial team

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2nd CfP: Challenges in the Management of Large Corpora @LREC-2026
by Piotr Banski 06 Feb '26

06 Feb '26

12^th Workshop on the Challenges in the Management of Large Corpora 2^nd Call for Papers The next meeting of CMLC will be held as part of theLREC-2026 conference <https://lrec2026.info/> in Palma, Mallorca. Workshop description As in the previous CMLC meetings, we wish to explore common areas of interest across a range of issues in language resource management, corpus linguistics, natural language processing, natural language generation, and data science. Large textual datasets require careful design, collection, cleaning, encoding, annotation, storage, retrieval, and curation to be of use for a wide range of research questions and to users across a number of disciplines. A growing number of national and other very large corpora are being made available, many historical archives are being digitised, numerous publishing houses are opening their textual assets for text mining, and many billions of words can be quickly sourced from the web and online social media. A mixed blessing of the times is that much of those texts, in mono- and multi-lingual arrangements can now be created automatically by exploiting Large Language Models at various scales. That, on the one hand, makes it possible to inflate the amounts of data where normally data would be scarce: in under-resourced languages or language varieties, in specific genres or for intricate and rarely attested constructions. On the other hand, such procedures immediately raise concerns regarding the authenticity and quality of such data, casting doubt on the possibility of adequately (truthfully, verifiably, reproducibly) addressing the kind of research questions that provoked the rapid but tainted increase of the available data volumes in the first place. Similar doubts may be directed at mass creation of secondary and tertiary data ordinarily crucial for linguistic research: apart from potential legal constraints on the use of the initial amounts of human-created data, new questions arise as to the legal status of the derived data, the ways to create e.g. provenance metadata of the derived resources, and the level of trust regarding mass-produced grammatical (and other) annotation layers. These new as well as more traditional questions lie at the base of the list of topics that management of large corpora (for any currently suitable definition of “large”) invokes or at least strongly brushes against. Topics of interest This year's event adds new items to the standard range of CMLC themes and addresses some of LREC-2026 focus topics: * Interoperability and accessibility o How to make corpora as accessible as possible o Interoperable APIs for query and analysis software o Provision of multiple levels of access for different tasks * Machine/Deep Learning o Data preparation for machine learning input o Creation, curation, maintenance and dissemination of language models based on machine learning (e.g. word embeddings and entire deep learning networks) o Legal issues concerning language model distribution * Linguistic content challenges o Dealing with the variety of language: multilinguality, minority and/or underrepresented languages, historical texts, noisy OCR texts, user-generated content, etc. o Diversity and inclusion in language resources o Integration of human computation (crowdsourcing) and automatic annotation o Quality management of annotations o Ensuring linguistic integrity of data through deduplication, correction of typos and errors, removal of incomplete or malformed sentences, and filtering harmful, offensive and toxic content, etc. o Integrating different linguistic data types (text, audio, video, facsimiles, experimental data, neuroimaging data, …) * Technical challenges o Storage and retrieval solutions for large text corpora: primary data (potentially including facsimiles, etc.), metadata, and annotation data o Corpus versioning and release management o Scalable and efficient NLP tooling for annotating and analysing large datasets: distributed and GPGPU computing; using big data analysis frameworks for language processing o Dealing with streaming data (e.g. Social Media) and rapidly changing corpora o Environmental impact of big language data computing o Engineering and management of research software * Exploitation challenges o Legal and privacy issues o Query languages, data models, and standardisation o Licensing models of open and closed data, coping with intellectual property restrictions o Innovative approaches for aggregation and visualisation of text analytics o Repurposing or extending application areas of existing corpora and tools In the tradition of CMLC, we invite reports on national corpus initiatives; submitters of these reports should be prepared to present a poster. Important dates * Deadline for paper submission: the 16^th of February 2026 (Monday, 23:59 UTC) * Notification of acceptance: the 12^th of March 2026 (Thursday) * Deadline for the submission of camera-ready papers: the 30^th of March 2026 (Monday) * Meeting: the 11^th of May, morning slot Paper submission * We invite anonymised extended abstracts for oral presentations on the topics listed above, as PDF created according toLREC-2026 templates <https://lrec2026.info/authors-kit/>. o Length and content: 4 to 8 pages in length, excluding acknowledgements, references, potential Ethics Statements and discussion on Limitations. Appendices or supplementary material are not permitted during the initial submission phase, as papers should be self-contained and reviewable on their own. However, appendices and supplementary material will be allowed in the final, camera-ready version of the paper. * CMLC has always reserved a track for national corpus project reports, and to this end, we invite/poster proposals/of 500-750 words. National project reports need not be anonymised. * Submissions are accepted solely through theLREC START system <https://softconf.com/lrec2026/CMLC2026/>. * A volume of proceedings will be published online by ELRA. Oral and poster contributions will have equal status. LRE 2026 Map and the "Share your LRs!" initiative When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Programme Committee * Laurence Anthony (Waseda University, Japan) * Vladimír Benko (Slovak Academy of Sciences) * Mark Davies (English-Corpora.org) * Nils Diewald (IDS Mannheim) * Kaja Dobrovoljc (University of Ljubljana / Jožef Stefan Institute) * Jarle Ebeling (University of Oslo) * Tomaž Erjavec (Jožef Stefan Institute, Ljubljana) * Andrew Hardie (Lancaster University, UK) * Serge Heiden (ENS de Lyon) * Ulrich Heid (University of Hildesheim) * Nancy Ide (Vassar College / Brandeis University) * Olha Kanishcheva (Heidelberg University) * Gražina Korvel (Vilnius University) * Natalia Kocyba (Samsung Poland) * Michal Křen (Charles University, Prague) * Anna Latusek (ICS PAS, Warsaw) * Paul Rayson (Lancaster University) * Laurent Romary (INRIA) * Thomas Schmidt (University of Duisburg-Essen) * Serge Sharoff (University of Leeds) * Maria Shvedova (Kharkiv Polytechnic Institute / University of Jena) * Irena Spasić (Cardiff University) * Martin Wynne (University of Oxford) Organising Committee * 📩 Piotr Bański (IDS Mannheim) * 📩 Dawn Knight (Cardiff University) * 📩 Marc Kupietz (IDS Mannheim) * 📩 Andreas Witt (IDS Mannheim) * 📩 Alina Wróblewska (ICS PAS, Warsaw) Homepage CMLC series homepage is located athttp://corpora.ids-mannheim.de/cmlc.html .

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2nd CFP: 21st Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2026)
by Ekaterina Kochmar 06 Feb '26

06 Feb '26

Second Call for Papers The 21st Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2026) San Diego, California, United States and online Thursday, July 2 and Friday, July 3, 2026 (co-located with ACL 2026) https://sig-edu.org/bea/current Submission: https://softconf.com/acl2026/bea2026/ Submission Deadline: Monday, March 23, 2026, 11:59pm UTC-12 WORKSHOP DESCRIPTION The BEA Workshop is a leading venue for NLP innovation in the context of educational applications. It is one of the largest one-day workshops in the ACL community with over 100 registered attendees in the past several years. The growing interest in educational applications and a diverse community of researchers involved resulted in the creation of the Special Interest Group in Educational Applications<https://sig-edu.org/members> (SIGEDU) in 2017, which currently has over 400 members. The 21st BEA will be a 2-day workshop, with one in-person workshop day and one virtual workshop day. The workshop will feature oral presentation sessions and large poster sessions to facilitate the presentation of a wide array of original research. Moreover, there will be a panel discussion on “Transitioning from Academia to the EdTech Industry<https://sig-edu.org/news/bea21-call-for-panelists/>”, a half-day tutorial on Theory of Mind and its Applications in Educational Contexts, and two shared tasks on Vocabulary Difficulty Prediction for English Learners<https://www.britishcouncil.org/data-science-and-insights/bea2026st> and on Rubric-based Short Answer Scoring for German<https://edutec.science/bea-2026-shared-task/> comprising an oral overview presentation by the shared task organizers and several poster presentations by the shared task participants. The workshop will accept submissions of both full papers and short papers, eligible for either oral or poster presentation. We solicit papers that incorporate NLP methods, including, but not limited to: * use of generative AI in education and its impact; * automated scoring of open-ended textual and spoken responses; * automated scoring/evaluation for written student responses (across multiple genres); * game-based instruction and assessment; * educational data mining; * intelligent tutoring; * collaborative learning environments; * peer review; * grammatical error detection and correction; * learner cognition; * spoken dialog; * multimodal applications; * annotation standards and schemas; * tools and applications for classroom teachers, learners and/or test developers; and * use of corpora in educational tools. PANEL We invite applications and nominations for panelists to participate in a panel discussion on “Transitioning from Academia to the EdTech Industry.” Please see the call for panelists here: https://sig-edu.org/news/bea21-call-for-panelists/. SHARED TASKS Vocabulary Difficulty Prediction for English Learners Organizers: Mariano Felice (British Council) and Lucy Skidmore (British Council). Description: This shared task aims to advance research into vocabulary difficulty prediction for learners of English with diverse L1 backgrounds, an essential step towards custom content creation, computer-adaptive testing and personalised learning. In a context where traditional item calibration methods have become a bottleneck for the implementation of digital learning and assessment systems, we believe predictive NLP models can provide a more scalable, cost-effective solution. The goal of this shared task is to build regression models to predict the difficulty of English words given a learner’s L1. We believe this new shared task provides a novel approach to vocabulary modelling, offering a multidimensional perspective that has not been explored in previous work. To this aim, we will use the British Council’s Knowledge-based Vocabulary Lists (KVL), a multilingual dataset with psychometrically calibrated difficulty scores. We believe this unique dataset is not only an invaluable contribution to the NLP community but also a powerful resource that will enable in-depth investigations into how linguistic features, L1 background and contextual cues influence vocabulary difficulty. For more information on how to participate and latest updates, please refer to the shared task website: https://www.britishcouncil.org/data-science-and-insights/bea2026st Rubric-based Short Answer Scoring for German Organizers: Sebastian Gombert (DIPF), Zhifan Sun (DIPF), Fabian Zehner (DIPF), Jannik Lossjew (IPN), Tobias Wyrwich (IPN), Berrit Katharina Czinczel (IPN), David Bednorz (IPN), Sascha Bernholt (IPN), Knut Neumann (IPN), Ute Harms (IPN), Aiso Heinze (IPN), and Hendrik Drachsler (DIPF) Description: Short answer scoring is a well-established task in educational natural language processing. In this shared task, we introduce and focus on rubric-based short-answer scoring, a task formulation in which models are provided with a question, a student answer, and a textual scoring rubric that specifies criteria for each possible score level. Successfully solving this task requires models to interpret the semantics of scoring rubrics and apply their criteria to previously unseen answers, closely mirroring how human raters assign scores in educational assessment. Although rubrics have been used as auxiliary information in prior work on free-text scoring and LLM-based approaches, there has been little focused investigation of rubric-based short-answer scoring as a task in its own right. This setting poses distinct challenges, including ambiguous or underspecified rubric criteria and a wide range of valid student responses. With this shared task, we aim to stimulate systematic research on rubric-based scoring, assess how well current NLP methods can reason over rubrics, and identify promising modeling strategies. Additionally, by providing a German-language dataset, the shared task contributes a new non-English benchmark to the field. For more information on how to participate and latest updates, please refer to the shared task website: https://edutec.science/bea-2026-shared-task/ TUTORIAL Theory of Mind and Application in Educational Context Organizers: Effat Farhana (Auburn University), Maha Zainab (Auburn University), Qiaosi Wang (Carnegie Mellon University), Niloofar Mireshghallah (Carnegie Mellon University), Ramira van der Meulen (Leiden University), Max van Duijn (Leiden University). Description: This tutorial examines the integration of Theory of Mind (ToM) into AI-driven online tutoring systems, focusing on how advanced technologies, such as Large Language Models (LLMs), can model learners’ cognitive and emotional states to provide adaptive, personalized feedback. Participants will learn foundational principles of ToM from cognitive science and psychology and how these concepts can be operationalized in AI systems. We will discuss mutual ToM, where both AI tutors and learners maintain models of each other’s mental states, and address challenges such as detecting learner misconceptions, modeling meta-cognition, and maintaining privacy in data-driven tutoring. The tutorial also presents hands-on demonstrations of Machine ToM applied to programming education using datasets such as CS1QA and CodeQA, which contain Java and Python samples. By combining conceptual foundations, research insights, and practical exercises, this tutorial provides a comprehensive overview of designing human-centered, ethically aware, and cognitively informed AI tutoring systems. IMPORTANT DATES All deadlines are 11.59 pm UTC-12 (anywhere on earth). * Submission deadline: Monday, March 23, 2026 * Notification of acceptance: Tuesday, April 28, 2026 * Camera-ready papers due: Tuesday, May 12, 2026 * Workshop: Thursday, July 2, and Friday, July 3, 2026 SUBMISSION INFORMATION We will be using the ACL Submission Guidelines for the BEA Workshop this year. Authors are invited to submit a long paper of up to eight (8) pages of content, plus unlimited references; final versions of long papers will be given one additional page of content (up to 9 pages) so that reviewers’ comments can be taken into account. We also invite short papers of up to four (4) pages of content, plus unlimited references. Upon acceptance, short papers will be given five (5) content pages in the proceedings. Authors are encouraged to use this additional page to address reviewers’ comments in their final versions. We generally follow ACL submission guidelines and will require that all submitted papers should include a dedicated "Limitations" section, which does not count toward the page limit. Papers which describe systems are also invited to give a demo of their system. If you would like to present a demo in addition to presenting the paper, please make sure to select either “long paper + demo” or “short paper + demo” under “Submission Category” in the START submission page. Previously published papers cannot be accepted. The submissions will be reviewed by the program committee. As reviewing will be blind, please ensure that papers are anonymous. Self-references that reveal the author’s identity, e.g., “We previously showed (Smith, 1991) …”, should be avoided. Instead, use citations such as “Smith previously showed (Smith, 1991) …”. We have also included conflict of interest in the submission form. You should mark all potential reviewers who have been authors on the paper, are from the same research group or institution, or who have seen versions of this paper or discussed it with you. Link for submissions: https://softconf.com/acl2026/bea2026/ DOUBLE SUBMISSION POLICY We will follow the official ACL double-submission policy. Specifically, papers being submitted both to BEA and another conference or workshop must: * Note on the title page the other conference or workshop to which they are being submitted. * State on the title page that if the authors choose to present their paper at BEA (assuming it was accepted), then the paper will be withdrawn from other conferences and workshops. ORGANIZING COMMITTEE * Ekaterina Kochmar, MBZUAI * Andrea Horbach, Hildesheim University * Ronja Laarmann-Quante, Ruhr University Bochum * Marie Bexte, FernUniversität in Hagen * Anaïs Tack, KU Leuven, imec * Victoria Yaneva, National Board of Medical Examiners * Bashar Alhafni, MBZUAI * Zheng Yuan, University of Sheffield * Jill Burstein, Duolingo * Stefano Bannò, Cambridge University Workshop contact email address: bea.nlp.workshop(a)gmail.com<mailto:bea.nlp.workshop@gmail.com> PROGRAM COMMITTEE Tazin Afrin; David Alfter; Bashar Alhafni; Maaz Amjad; Nischal Ashok Kumar; Stefano Bannò; Michael Gringo Angelo Bayona; Lee Becker; Beata Beigman Klebanov; Luca Benedetto; Bhavya Bhavya; Serge Bibauw; Ted Briscoe; Dominique Brunato; Jie Cao; Dan Carpenter; Jeevan Chapagain; Guanliang Chen; Mei-Hua Chen; Christopher Davis; Orphee De Clercq; Kordula De Kuthy; Jasper Degraeuwe; Dushyanta Dhyani; Yuning Ding; Rahul Divekar; Kosuke Doi; Mohsen Dorodchi; Yo Ehara; Hamza El Alaoui; Sarra El Ayari; Andrew Emerson; Yao-Chung Fan; Mariano Felice; Nigel Fernandez; Michael Flor; Thomas François; Thomas Gaillat; Ananya Ganesh; Ritik Garg; Sebastian Gombert; Samuel González López; Cyril Goutte; Abigail Gurin Schleifer; Na-Rae Han; Ching Nam Hang; Jiangang Hao; Aki Härmä; Hasnain Heickal; Chieh-Yang Huang; Chung-Chi Huang; Radu Tudor Ionescu; Elsayed Issa; N J Karthika; Anisia Katinskaia; Elma Kerz; Fazel Keshtkar; Grandee Lee; Ji-Ung Lee; Arun Balajiee Lekshmi Narayanan; Jiazheng Li; Anastassia Loukina; Wanjing Anya Ma; Jakub Macina; Lieve Macken; Nitin Madnani; Arianna Masciolini; Detmar Meurers; Michael Mohler; Phoebe Mulcaire; Ricardo Muñoz Sánchez; Sungjin Nam; Diane Napolitano; Huy Nguyen; S Jaya Nirmala; Sergiu Nisioi; Michael Noah-Manuel; Adam Nohejl; Amin Omidvar; Daniel Oyeniran; Robert Östling; Ulrike Pado; Yannick Parmentier; Ted Pedersen; Mengyang Qiu; Martí Quixal; Chatrine Qwaider; Arjun Ramesh Rao; Vivi Peggie Rantung; Manikandan Ravikiran; Hanumant Redkar; Robert Reynolds; Saed Rezayi; Frankie Robertson; Aiala Rosá; Andreas Säuberli; Nicy Scaria; Ronald Seoh; Pritam Sil; Astha Singh; Lucy Skidmore; Maja Stahl; Katherine Stasaski; Helmer Strik; Hakyung Sung; Sowmya Vajjala; Elena Volodina; Nikhil Wani; Alistair Willis; Fabian Zehner. If you would like to join our PC, please fill in the form: https://forms.gle/gtKo6Bx6EFmwWf9w5

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Call for paper: 1st Workshop on Clinical Natural Language Processing for Quality of Life (cNLP4QoL)
by jej_0312_＠naver.com 06 Feb '26

06 Feb '26

1. Workshop Overview: Quality of Life (WHOQOL) is a multi-dimensional, whole-person construct encompassing physical health, psychological state, level of independence, social relationships, environment, and spirituality, operationalized through 24 facets including pain & discomfort, energy & fatigue, sleep & rest, mobility, activities of daily living, dependence on medication/treatment, work capacity, positive feelings, thinking/learning/memory/concentration, self-esteem, bodily image & appearance, negative feelings, personal relationships, social support, sexual activity, physical safety & security, home environment, financial resources, health & social care accessibility/quality, opportunities for acquiring information/skills, participation in recreation/leisure, physical environment (pollution/noise/traffic/climate), transport, and spirituality/religion/personal beliefs. Many of the most meaningful QoL indicators are primarily documented in unstructured clinical narratives and patient-generated text. This workshop adopts a whole-person perspective and aims to bring together researchers, clinicians, and practitioners to advance robust, explainable, and clinically actionable NLP methods for extracting, modeling, and integrating QoL signals into real-world healthcare workflows. 2. Topics of Interest (include but are not limited to): - NLP methods for extracting, interpreting, and predicting QoL indicators - Functional, psychosocial, and behavioral health modeling from text - Explainability, trustworthiness, and reasoning in clinical language models - Annotation frameworks and evaluation metrics for subjective QoL constructs - Patient portals, clinical messages, conversations, and longitudinal narratives - Synthetic data generation, ontologies, knowledge graphs, and benchmarks for QoL - Clinical deployment and workflow integration of QoL-focused NLP systems - Applications: EHRs including clinical notes, social media data, patient narratives 3. Submission Types (original, unpublished work): - Regular papers (8–10 pages): mature work with substantial evaluation - Short papers (4–6 pages): innovative ideas with preliminary results - Position papers (4–6 pages): emerging directions or critical perspectives - Abstracts (2 pages): vision papers or work in progress All submissions will undergo single-blind peer review. Accepted papers will be presented at the workshop and published in the IEEE ICHI 2026 Proceedings, archived in IEEE Xplore (camera-ready submission required). 4. Important Dates: - Workshop paper submission deadline: March 15, 2026 - Notification of acceptance: March 21, 2026 - Camera-ready papers due: March 28, 2026 - Workshop date: June 1, 2026 5. Submission Link: https://easychair.org/my2/conference?conf=ieeeichi2026 followed by cNLP4QoL track. Website Link: https://cnlp4qol.github.io/ICHI-cnlp4qol-2026/ Contact: cnlp4qol(a)gmail.com

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Job announcement: W3-Professorship in Digital Humanities at the University of Freiburg
by DH Lab 05 Feb '26

05 Feb '26

Dear all, We are pleased to share the following professorship announcement with you. Best regards / Mit freundlichen Grüßen Klara Oehler und Elena Renje University of Freiburg Coordination Digital Humanities Lab Job announcement: W3-Professorship for Digital Humanities at the University of Freiburg German Version below The Faculty of Philology (Department of General Linguistics in collaboration with the Digital Humanities Lab) is offering a W3-Professorship for Digital Humanities. * Application deadline: 17 March 2026 * Start date: At the earliest possible date * Scope of work: Full-time position * Id no.: 00004827 Description We are looking for an internationally visible scholar from the field of Digital Humanities (DH) with a language- or text-focused profile. A specialization in methods, applications, and contexts of Artificial Intelligence in the broader sense (including technical understanding such as coding, application to philological research questions, and ideological/ethical/didactic implications, etc.) is required. In-depth knowledge of established DH methods (e.g., NLP and other computational techniques and models, distant reading, etc.) is advantageous. Networking within the Faculty of Philology as well as active participation in research foci, centers, and collaborative projects are expected. The successful candidate will assume a leadership function in the DH Lab established in 2024 at the Faculty of Philology, and will play a leading role in the (further) development of DH-related study and certificate programs, as well as in modules within language, literary and cultural studies curricula. In all other respects, the conditions for appointment according to § 47 Landeshochschulgesetz apply: https://www.landesrecht-bw.de/bsbw/document/jlr-HSchulGBWV28P47 We request the following application materials: * Resumé * Certificates and diplomas * Complete list of publications and lectures, listing the five most important publications We will be particularly pleased to receive applications from women for the position advertised here. The university supports individuals appointed to professorial positions through a Dual Career Service and a Family Service. Application Please send your application including supporting documents mentioned above and the application form (https://intranet.uni-freiburg.de/public/downloads/saz/bewerbungsbogen-profe…) citing the reference number 00004827, by 17 March 2026 at the latest. Please send your application to the following address in written or electronic form: Prof. Dr. Dr. h.c. Bernd Kortmann University of Freiburg Faculty of Philology P.O. Box 79085 Freiburg or to the email address bewerbungen(a)philologie.uni-freiburg.de For further information, please contact Herr Prof. Dr. Achim Rabus on the phone number +49 761 203-8315 or E-Mail achim.rabus(a)slavistik.uni-freiburg.de Further information on the appointment procedure can be found in the Code for Practice for professorial appointments (in German): https://intranet.uni-freiburg.de/public/downloads/saz/berufungsleitfaden.pdf Link to job posting: https://uni-freiburg.de/en/job/00004827/ General and legal remarks: Full-time positions may generally be split up into two or more part-time positions, provided that there are no formal or legal barriers. Candidates are selected in accordance with the provisions of the AGG (Allgemeines Gleichbehandlungsgesetz - German General Equal Treatment Act). Applicants with disabilities (Schwerbehinderte Menschen) will be given preferential consideration in case of equal qualification. The department offering the position is liable for the content of this job posting. Textual errors do not constitute a basis for any claims or rights. The relevant human resources department has sole responsibility for all legal transactions made within the context of the selection and hiring process. Please note that breaches in privacy and unauthorized access by third parties cannot be excluded in communication by unencrypted email. Privacy policy: Privacy policy professorship: https://uni-freiburg.de/en/data-protection-applications/ ________________________________________ GERMAN VERSION Ausschreibung: W3-Professur für Digital Humanities an der Albert-Ludwigs-Universität Freiburg An der Philologischen Fakultät ist am Sprachwissenschaftlichen Seminar gemeinsam mit dem Digital Humanities Lab eine W3-Professur für Digital Humanities zu besetzen. * Bewerbungsfrist: 17. März 2026 * Eintrittstermin: Zum nächstmöglichen Zeitpunkt * Arbeitsumfang: Vollzeitstelle * Kennziffer: 00004827 Beschreibung Gesucht wird eine international sichtbare Persönlichkeit aus dem Bereich der Digital Humanities (DH) mit sprach- bzw. textbezogenem Profil. Ein Schwerpunkt im Bereich von Methoden, Anwendungen und Kontexten der Künstlichen Intelligenz im weiteren Sinne (technisches Verständnis inkl. Coding, Nutzbarmachung für philologische Fragestellungen, ideologische/ethische/didaktische Implikationen usw.) wird vorausgesetzt. Von Vorteil sind vertiefte Kenntnisse klassischer Methoden der DH (beispielsweise NLP- und weiterer komputationeller Techniken und Modelle, Distant Reading usw.). Die Vernetzung innerhalb der Philologischen Fakultät sowie die Mitwirkung an Forschungsschwerpunkten, Zentren und Verbundprojekten werden vorausgesetzt. Der*die erfolgreiche Kandidat*in nimmt eine leitende Funktion im 2024 gegründeten DH Lab an der Philologischen Fakultät ein und spielt eine führende Rolle bei der (Weiter-)Entwicklung DH-bezogener Studien- und Zertifikatsprogramme sowie von Modulen in sprach-, literatur- und kulturwissenschaftlichen Studiengängen. Im Übrigen gelten die Einstellungsvoraussetzungen des § 47 Landeshochschulgesetz: https://www.landesrecht-bw.de/bsbw/document/jlr-HSchulGBWV28P47 Folgende Bewerbungsunterlagen werden erbeten: * Lebenslauf * Zeugnisse und Urkunden * Vollständiges Schriften- und Vortragsverzeichnis unter Nennung der fünf wichtigsten Publikationen Für die hier ausgeschriebene Position freuen wir uns besonders über Bewerbungen von Frauen. Die Universität unterstützt Berufene über einen Dual Career Service und einen Familienservice. Bewerbung Bitte bewerben Sie sich mit o. g. Unterlagen und dem Ausdruck Ihres Bewerbungsformulars: https://intranet.uni-freiburg.de/public/downloads/saz/bewerbungsbogen-profe… unter Angabe der Kennziffer 00004827 bis spätestens 17. März 2026. Ihre Bewerbung richten Sie bitte in schriftlicher oder elektronischer Form an: Herrn Prof. Dr. Dr. h.c. Bernd Kortmann Universität Freiburg Philologische Fakultät Postfach 79085 Freiburg bzw. an die Mailadresse bewerbungen(a)philologie.uni-freiburg.de Für nähere Informationen steht Ihnen Herr Prof. Dr. Achim Rabus unter Tel. +49 761 203-8315 oder E-Mail achim.rabus(a)slavistik.uni-freiburg.de zur Verfügung. Weitere Informationen zum Berufungsverfahren: https://intranet.uni-freiburg.de/public/downloads/saz/berufungsleitfaden.pdf Link zur Stellenausschreibung: https://uni-freiburg.de/stellenangebot/00004827/ Allgemeine und rechtliche Hinweise Vollzeitstellen sind grundsätzlich teilbar, soweit dienstliche oder rechtliche Gründe nicht entgegenstehen. Die Auswahl erfolgt nach den Regeln des AGG (Allgemeines Gleichbehandlungsgesetz). Schwerbehinderte Menschen werden bei entsprechender Eignung bevorzugt eingestellt. Für den Inhalt dieser Anzeige ist die jeweils ausschreibende Einrichtung verantwortlich. Etwaige inhaltliche Fehler begründen keine Ansprüche oder Rechte. Die rechtsgeschäftliche Vertretung im Zusammenhang mit dem Besetzungsverfahren und der Einstellung erfolgt ausschließlich durch das zuständige Personaldezernat. Bitte beachten Sie, dass Gefährdungen der Vertraulichkeit und der unberechtigte Zugriff Dritter bei der Kommunikation per unverschlüsselter Mail nicht ausgeschlossen werden können. Datenschutz Datenschutzerklärung Professur: https://uni-freiburg.de/datenschutz-bewerbungen/

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[RetroEval 2026] 1st Call for Papers
by Saad Mahamood 05 Feb '26

05 Feb '26

RetroEval 2026: Symposium on Natural Language Generation Evaluations ============================================ 1-2 June 2026, Aberdeen, Scotland, United Kingdom https://retroeval.github.io/ ============================================ Evaluation in the field of Natural Language Generation (NLG) has changed considerably over the past several decades. This special symposium in honour of Prof. Ehud Reiter’s retirement provides a forum for academic and industry researchers to look back on the topic of how evaluations in the field of NLG have changed and to explore unaddressed challenges. The two day symposium will be held in-person at the Sir Duncan Rice Library in the historic University of Aberdeen, June 1-2, 2026. For this symposium, we welcome submissions of long papers, short papers, and extended abstracts. *** Workshop Theme *** Ehud Reiter has been a leading light in Natural Language Generation (NLG) research throughout the four decades he worked in this area, in both academia (Aberdeen) and industry (CoGenTech; Arria NLG). Ehud’s influence extends to all aspects of NLG, but the areas in which it has arguably been the strongest is evaluation of NLG systems. On the occasion of his retirement, this workshop, which is held in his honour, will therefore focus on evaluation of NLG systems, highlighting in particular some of the topics that Ehud has tended to emphasize (see below) such as the importance of reproducibility and the risks of data contamination. *** Topics of Interest *** Topics of interest include (but are not limited to) the following: -- The aims of NLG and NLG evaluation -- Intrinsic versus extrinsic NLG evaluation -- Evaluation of NLG systems in the real world -- Impact assessment of NLG systems and LLMs -- New evaluation challenges arising from the use of LLMs -- Hallucination annotation and its role in NLG evaluation -- Statistical analysis for NLG evaluations -- Data contamination in NLG evaluation -- LLMs as evaluators: opportunities and pitfalls -- The role of LLMs in the development of evaluation metrics -- Reproduction and reproducibility of human evaluation experiments -- Publication bias: What to do with negative results? -- Pre-publication of research hypotheses in NLG evaluation -- NLG evaluation versus psycholinguistic experimentation: what can we learn from each other? -- Disciplinary cultures and evaluation methods -- Evaluating NLG systems/LLMs for assistive technology *** Submission Types *** The workshop accepts the following submission types: • Long Papers (archival) • Short Papers (archival) • Extended Abstracts (non-archival) Accepted contributions will be presented as oral or poster presentations. *** Archival Submissions *** • Long papers: • Up to 8 pages (excluding references) • Unlimited references • Up to 2 appendix pages • 1 additional page in the final version to address reviewer comments • Short papers: • Up to 4 pages (excluding references) • Unlimited references • Up to 1 appendix page • 1 additional page in the final version for reviewer comments *** Non-Archival Submissions *** • Extended abstracts: • Up to 2 pages including references • 1 additional appendix page for tables/figures • Selection based on the symposium fit *** Submission Format *** • Two-column ACL 2026 format • LaTeX template only • PDF submissions only • Submissions via OpenReview *** Important Dates *** Note: All deadlines are 23:59 UTC-12. • ARR commitment deadline (archival): 16 March, 2026 • Direct paper submission deadline (archival): 24 April, 2026 • Direct paper submission deadline (non-archival): 1 May, 2026 • Notification of acceptance: 8 May, 2026 • Camera-ready deadline: 22 May, 2026 • Symposium dates: 1-2 June, 2026 *** Review Policy *** Long and short papers will follow ACL double-blind review policies. Submissions must be anonymized, including self-references and links. Papers violating anonymity requirements will be rejected without review. Contact and Information • Website: https://retroeval.github.io/ • Email: retroeval(a)googlegroups.com <mailto:retroeval@googlegroups.com> Workshop Organisers: Saad Mahamood (Shopware), David Howcroft (University of Aberdeen), Kees van Deemter (Utrecht University), Albert Gatt (Utrecht University), Simone Balloccu (TU Darmstadt), Margaret Mitchell (Hugging Face), Alberto Bugarín Diz (CiTIUS & University of Santiago de Compostela), Jose María Alonso-Moral (CiTIUS & University of Santiago de Compostela), Adarsa Sivaprasad (University of Aberdeen), Chenghua Lin (Manchester University), and Alexandra Johnstone (University of Aberdeen).

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Online Workshop - Large Language METAPHORS: New Trends in Computational Approaches to Metaphorical Expressions
by ginevra.martinelli＠iusspavia.it 05 Feb '26

05 Feb '26

We are pleased to announce the online workshop "Large Language METAPHORS: New Trends in Computational Approaches to Metaphorical Expressions", to be held on 5th March, organised by the Neurolinguistics and Experimental Pragmatics Laboratory (NEPLab) and supported by the ERC project “PROcessing MEtaphors: Neurochronometry, Acquisition and DEcay” (PROMENADE). The workshop adopts an interdisciplinary perspective, bringing together linguistics, computational linguistics, and psycholinguistics. It will investigate how Large Language Models (LLMs) can be used for the detection, interpretation, mapping, and evaluation of metaphors across languages. Particular attention will also be given to aligning computational models with human cognitive data, as well as to the use of metaphorical language as a means of probing the linguistic capabilities of LLMs. Talk lineup: - Using Large Language Models to Identify Metaphorical Expressions in Text Matteo Fuoli, Weihang Huang, Jeannette Littlemore, Sarah Turner, Ellen Wilding - Language Models and the Magic of Metaphor, Revisited: A Comparative Evaluation of Italian Baby and Large Language Model with Human Interpretations Simone Mazzoli, Alice Suozzi, Gianluca E. Lebani - A Novel Metaphor Dataset of Toxic Posts from Christian Subreddits Sebastian Reimann, Tatjana Scheffler - Exploring Metaphors in LLMs with a Human-Centric and Culture-Aware Approach Bolette S. Pedersen, Ali Basirat, Alberto Parola, Sussi Olsen - Commonsense Reasoning for Automatic Metaphor Elaboration: A Conceptual Combination Approach Antonio Lieto, Gian Luca Pozzato, Stefano Zoia - HUMMUS: a Dataset of Humorous Multimodal Metaphor Use Xiaoyu Tong, Zhi Zhang, Pia Sommerauer, Martha Lewis, Ekaterina Shutova - Participants and Models: the Role of LLMs in Psycholinguistic Approaches to Metaphor Veronica Mangiaterra, Hamad Al-Azary, Chiara Barattieri di San Pietro, Paolo Canal, Valentina Bambini - MetaMap – Mapping Metaphors Across Languages and Cultures Ginevra Martinelli, Chiara Barattieri di San Pietro, Maddalena Bressler, Veronica Mangiaterra, Valentina Bambini The workshop will be fully online and free of charge, but registration is required. For registration and further information: • Workshop website: https://www.neplab.it/large_language_metaphors_home/ • Email: ginevra.martinelli(a)iusspavia.it Organizing Committee: Valentina Bambini Chiara Barattieri di San Pietro Veronica Mangiaterra Ginevra Martinelli

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CfP Extended to March 1st – Special Collection on Language Datasets Reuse (JOHD)
by Paola Marongiu 04 Feb '26

04 Feb '26

Dear colleagues, We are pleased to announce that the submission deadline for the Special Collection "Language Datasets Reuse: Opportunities, Challenges, and Best Practices" has been extended to March 1st, 2026. The call for papers is still open! This Special Collection will be featured in the _Journal of Open Humanities Data (JOHD)_ and focuses on the reuse of language data across the humanities. We invite contributions that explore how existing mono- and multilingual language datasets (in any modality) have been reused in research. We are particularly interested in papers that: * Present case studies on the reuse of deposited language datasets (preferably those created by researchers other than the authors). * Explore how dataset reuse has led to the creation of new datasets. * Reflect on both successful and less successful experiences with language data reuse, highlighting challenges encountered and lessons learned. * Offer position papers on strategies for data creators to maximize the future reuse potential of language datasets. Submission format: Discussion Paper (3,000-5,000 words). Discussion papers should provide in-depth narratives illustrating the reuse of existing language datasets or showcase approaches to dataset design with reuse in mind. Submissions should adhere to the specific template provided for this Special Collection. New Submission Deadline: March 1st, 2026 Information and submission link: https://openhumanitiesdata.metajnl.com/collections/language-datasets-reuse Guest Editorial Team: Darja Fišer (Executive Director of CLARIN; University of Ljubljana; Institute of Contemporary History, Slovenia) Francesca Frontini (ILC-CNR, Pisa; CLARIN-IT, Italy) Coordinating Editor: Paola Marongiu (ILC-CNR, Pisa) Thank you for considering this opportunity. We hope to hear from you soon. With best regards, The Special Collection Editorial Team

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Antonio Zampolli Prize @ LREC 2026: Call for Nominations
by info＠elda.org 04 Feb '26

04 Feb '26

[Apologies for multiple postings] In 2004, the ELRA Board created a prize to honour the memory of its first President, Professor Antonio Zampolli, a pioneer and visionary scientist who was internationally recognized in the field of Computational Linguistics and Human Language Technologies (HLT). He also contributed much through the establishment of ELRA and the LREC conference. To reflect Professor Zampolli's specific interest in our field, the ELRA Antonio Zampolli Prize is awarded to individuals and small groups whose work lies within the areas of Language Resources and Language Technology Evaluation with acknowledged contributions to their advancements. The Prize will be awarded for the 11th time in May 2026 at the LREC 2026 conference in Palma de Mallorca, Spain (11-16 May, 2026). Nominations should be sent to AntonioZampolli-Prize(a)elra.info no later than March 6, 2026. On behalf of ELRA Board German Rigau, President Please visit ELRA web site for: * the ELRA Antonio Zampolli Prize Statutes <https://www.elra.info/elra-events/lrec/elra-antonio-zampolli-prize/prize-st…>, * the nomination procedure <https://www.elra.info/elra-events/lrec/elra-antonio-zampolli-prize/case-for…>, * the previous winners <https://www.elra.info/elra-events/lrec/elra-antonio-zampolli-prize/> --- More information ELRA Language Resources Association Contact us @ info(a)elda.org Follow us on LinkedIn @ https://www.linkedin.com/company/elra-language-resources-association/ LREC 2026 <http://lrec2026.info> in Palma de Mallorca, Spain (11-16 May, 2025) - Palau de Congressos

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Deadline Extension NLDB 2026
by elena_cabrio 04 Feb '26

04 Feb '26

*---------------------------------------------------* *New submission deadline: 20 February 2026* *---------------------------------------------------* *Call for papers* NLDB 2026: 31st Annual International Conference on Natural Language & Information Systems 17-19 June 2026 | Norwegian University of Science and Technology | Trondheim, Norway *Website:*https://www.ntnu.edu/nldb2026/ <https://www.ntnu.edu/nldb2026/> Objectives Recent advances in AI have increased the expectations for users when it comes to information access systems. With powerful LLMs, users engage with information using natural language instead of artificial query languages. At the same time, this raises not only technical but also ethical concerns, such as sustainability, reliability, and privacy. NLDB has established itself as a venue to discuss precisely the intersection of natural language and information systems. We invite researchers and practitioners to contribute. Important Dates: Paper Submission: 20 February 2026, Anywhere on Earth Author Notification: 20 March 2026 Camera-ready Deadline: 2 April 2026 Topics of Interest include (but are not limited to): * Multimodality * AI safety and ethics * Interactivity and Natural Language Interfaces * Social Media and Web Data * eXplainable AI * Interpretability and Model Analysis in NLP * Generative models, Large Language Models * Information Retrieval and Text Mining * Discourse and Pragmatics, Sentiment Analysis, Argument Mining * Question Answering, Dialogue, and Interactive Systems * NLP Applications * Efficient/Low-resource methods in NLP * Big Data and Scalability Paper Submission Detailed instructions covering formatting, submission procedures, and all relevant requirements are available on the conference website. * *Submission system*: Manuscripts must be submitted in PDF format via Microsoft CMT: https://cmt3.research.microsoft.com/NLDB2026/ * *Author guidelines*: Authors should follow the LNCS format <https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu…>. Submissions that do not adhere to these requirements will be desk-rejected. * *Paper categories and length limits*: o Full papers: up to 15 pages, including references and appendices o Short papers: up to 11 pages, including references and appendices o Demo papers: up to 6 pages, including references

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Ph.D Position in Tokenization-free Language Processing at the Univeristy of Copenhagen (Deadline: 8 March)
by Desmond Elliott 03 Feb '26

03 Feb '26

The Natural Language Processing Section at the Department of Computer Science at University of Copenhagen is advertising a 36 month position for a Ph.D Fellow in Natural Language Processing. The position is funded by a Carlsberg Foundation grant held by the principal investigator, Desmond Elliott. The overall goal of the project is to develop a new family of language models that can process any written language by rendering text as images, which allows the models to learn from the visual similarities between written languages, facilitating effective transfer to lower-resource or unseen languages. The Natural Language Processing Section provides a strong, international and diverse environment for research within core as well as emerging topics in natural language processing, natural language understanding, computational linguistics and multi-modal language processing. It is housed within the main Science Campus, which is centrally located in Copenhagen. Further information about research at the Department is available here: https://di.ku.dk/english/research/. The application deadline is March 8, 2026, with a preferred start date of September 2026, or as soon as possible thereafter. Applications must be submitted here: https://employment.ku.dk/phd/?show=156319 Informal enquiries about the positions can be made to Desmond Elliott, Department of Computer Science, University of Copenhagen, e-mail: de(a)di.ku.dk.

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Postdoc, Saarland University, Computational Linguistics
by Alexander Koller 03 Feb '26

03 Feb '26

Hi all, please consider joining me as a postdoc at Saarland University. The position is paid on the German E13 100% payscale. It is initially limited to two years and can be extended. Preference will be given to applications received by February 22. This position offers great flexibility in developing your own research and teaching agenda; postdocs from any area of computational linguistics will be considered. We are particularly interested in expanding the group’s expertise in dialogue systems by hiring a postdoc with experience in this field. Please find all further details here: https://www.coli.uni-saarland.de/groups/AK/jobs/ Best, Alexander.

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WebSci'26: PhD Symposium & Poster Deadlines – Feb 18
by Kaiser, Sierra Ann 03 Feb '26

03 Feb '26

Dear colleagues, This is a reminder that the submission deadlines for the WebSci’26 PhD Symposium<https://websci26.org/?page_id=81> and Poster Session<https://websci26.org/?page_id=513> are approaching. Both deadlines are February 18, 2026. The 18th ACM Web Science Conference 2026 (WebSci’26) will take place May 26–29, 2026, in Braunschweig, Germany, celebrating the theme “20 Years of Web Science.” ________________________________ WebSci PhD Symposium: Details HERE<https://websci26.org/?page_id=81> The PhD Symposium provides doctoral researchers with the opportunity to present their work, receive feedback from senior researchers, and engage with peers in the Web Science community. * PhD Symposium proposal submission: February 18, 2026 * Notification of acceptance: March 11, 2026 * Camera-ready version due: April 1, 2026 * PhD Symposium date: May 26, 2026 ________________________________ WebSci Posters: Details HERE<https://websci26.org/?page_id=513> The poster track welcomes work-in-progress, late-breaking results, and emerging ideas across the broad Web Science landscape. * Poster submission deadline: February 18, 2026 * Notification of acceptance: March 11, 2026 * Final publication version due: April 1, 2026 ________________________________ We encourage you to share this call with PhD students, early-career researchers, and colleagues who may be interested in contributing. We look forward to your submissions and to welcoming you to WebSci’26. Best regards, The WebSci 2026 Organizing Committee

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CFP: READIxTSAR 2026 - deadline extended to 23rd of February
by Rémi Cardon 03 Feb '26

03 Feb '26

READIxTSAR 2026 Second Call for Papers Website: https://readixtsar.github.io/ Submission Link: https://softconf.com/lrec2026/READIxTSAR/user/ READIxTSAR is a joint initiative between two previous workshops of mutual interest: Tools and Resources for REAding DIfficulties (READI, hosted at LREC 2020,22,24) and Text Simplification, Accessibility and Readability (TSAR, EMNLP 2022,24,25, RANLP 2023). This year at LREC, the committees of the two events have merged to deliver a joint event, uniting accessibility research communities under a common umbrella. We aim for READIxTSAR to be a focal point for communities of researchers working on reading difficulties, accessibility and simplification to network, share best practice and form new collaborations. *Motivation and Context* The growth of educational and assistive technologies for reading, aimed at enhancing the performance of individuals with disabilities, provides an important setting for Text Simplification research. The field of special education has had a longstanding interest in technology and the potential it holds for individuals with language/speech disabilities, cognitive disorders, etc. (Edyburn, 2000). This workshop aims to present state-of-the-art applications and approaches in technology-enhanced reading and innovations in text accessibility. The workshop will address specialized technology, tools, and resources, their impact on learning to read and comprehension, and innovative works spanning research to fieldwork, particularly in light of recent AI advances. Research in automatic text simplification has evolved from deep learning methods (Martin et al., 2020; Maddela et al., 2021; Sheang and Saggion, 2021) to leveraging foundational large language models (Kew et al. 2023; Cripwell et al. 2023; Farajidizaji et al. 2024) through fine-tuning and prompt-engineering. Despite these advancements, the Text Accessibility and Text Simplification communities must address critical areas, including: designing better evaluation metrics, developing context-aware simplification solutions, creating appropriate language resources, deploying simplification in real-world environments, studying discourse factors, and identifying factors affecting readability. Addressing these issues requires collaboration across CL/NLP, machine learning, UI/UX, accessibility professionals, and public organizations, whom we invite to participate through publication and attendance. *Topics of Interest* The event will accept submissions at the intersection of the research areas of the two workshops, as well as submissions that are targeted to the specific research interests of either workshop. An indicative list of topics of interest are listed below. - Lexical, syntactic and discourse adaptations or simplifications; - ATS for sentences, paragraphs, or documents; - Controllable text simplification and text generation of adapted contents; - Measuring and evaluating readability and text complexity; - LLMs and agentic LLMs for text simplification, text adaptation and readability - The role of LLMs in supporting reading - Complex word identification (CWI) and lexical complexity prediction (LCP); - Models, corpora, lexicons for text adaptation and text assessment; - Evaluation of text adaptation or ATS systems; - Meaning representation and multimodal text adaptation; - Educational devices and/or smart technologies for supporting reading and learning; - Domain specific applications of the above topics (e.g. health, legal). *Important Dates (All deadlines AoE/UTC-12).* - Submission Deadline: 23rd February 2026 - Notification of Results: 16th March 2026 - Camera Ready: 30th March 2026 - READIxTSAR Workshop: 11th May 2026 *Submission Instructions* We invite submissions on topics of interest between 4 and 8 pages of content. The page limit of 8 pages does not include acknowledgements, references, potential Ethics Statements and discussion on Limitations in line with the policy of the main LREC conference. All submissions must follow the LREC stylesheet, available at https://lrec2026.info/authors-kit/. All submissions must be made via START (https://softconf.com/lrec2026/READIxTSAR/). All submissions are double-blind. Any submissions which are not-anonymised, over-length, poorly formatted, out-of-scope or make excessive use of appendices to circumvent page limits are liable to desk-rejection. At the time of submission, authors are offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map, which provides metadata for the resource. *“Share your LRs!” Initiative* When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). As in previous editions for Camera Ready a Plain Summary will be requested. *Organisers* Matthew Shardlow, Manchester Metropolitan University, UK Thomas François, UCLouvain, Belgium Raquel Amaro, NOVA University Lisbon, Portugal Jorge Baptista, Universidade do Algarve & INESC-ID Lisboa, Portugal Rémi Cardon, Universidad Carlos III de Madrid, Spain Eugénio Ribeiro, Iscte-IUL & INESC-ID Lisboa, Portugal Regina Stodden, University Bielefeld, Germany Rodrigo Wilkens, University of Exeter, UK Horacio Saggion, Universitat Pompeu Fabra, Spain Amalia Todirascu, Université de Strasbourg, France *Programme Committee* Akio Hayakawa, Pompeu Fabra University Anna Dmitrieva, University of East Anglia Arne Jonsson, Linköping University Christina Niklaus, University of St.Gallen Daniele Schicchi, CNR-ITD David Kauchak, Pomona College Fernando Alva-Manchego, Cardiff University Giulia Venturi, Istituto di Linguistica Computazionale "Antonio Zampolli" Jaap Kamps, University of Amsterdam Jan Bakker, University of Amsterdam Jasper Degraeuwe, University of Ghent Kai North, Cambium Assessment Liana Ermakova, Université de Bretagne Occidentale Lourdes Moreno, Universidad Carlos III de Madrid Marcos Zampieri, George Mason University Martina Miliani, Università di Pisa Matthew Shardlow, Manchester Metropolitan University Michael Gille, Hamburg University of Applied Sciences Mounica Maddela, Bloomberg Natalia Grabar, CNRS, University of Lille Nouran Khallaf, University of Leeds Raquel Hervas, University Complutense of Madrid Regina Stodden, University of Bielefeld Rémi Cardon, Universidad Carlos III de Madrid Reno Kriz, Johns Hopkins Sandaru Seneviratne, The Australian National University Sowmya Vajjala, National Research Council, Canada Tadashi Nomoto, National Institute of Japanese Literature Tannon Kew, University of Zurich Thomas François, UCLouvain Tomoyuki Kajiwara, Ehime University Yannick Parmentier, LORIA Yingqiang Gao, University of Zurich Zihao LI, University of Manchester

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SPEAKABLE 2026 Workshop on Speech Language Models in Low-Resource Settings: Performance, Evaluation, and Bias Analysis, co-located with LREC 2026
by Daniele Falavigna 03 Feb '26

03 Feb '26

*%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%* ****APOLOGIES FOR CROSS-POSTING**** *3rd CfP: SPEAKABLE 2026* [image: 📍]*Location:* Palau de Congressos de Palma, Palma de Mallorca (Spain) [image: 🌐] Website: https://speakable-2026.github.io/ We are pleased to announce the upcoming full-day *SPEAKABLE 2026* Workshop on Speech Language Models in Low-Resource Settings: Performance, Evaluation, and Bias Analysis, co-located with LREC 2026 in Palma de Mallorca. This workshop brings together researchers, practitioners, and industry experts working to advance speech technology for under-resourced languages. We invite contributions that address the unique challenges and opportunities in this space. *Workshop Topics of Interest* We encourage submissions on (but not limited to): - Performance of speech language models in low-resource and underrepresented languages - Evaluation methodologies and creation of benchmarks for low-resource speech - Bias analysis, detection, and mitigation strategies in speech technologies - Real-world applications, deployment challenges, and case studies - Speech recognition, speech-to-text, language modeling, multilingual and cross-lingual approaches - Fairness, ethical considerations, and inclusive NLP for low-resource speech communities - Parameter-efficient adaptation methods and knowledge distillation for speech models - Edge-constrained inference and computational efficiency in low-resource settings *--> SPEAKABLE* will only accept direct submissions through the given Submission link: https://softconf.com/lrec2026/SPEAKABLE2026/ <https://softconf.com/lrec2026/SPEAKABLE2026/login/scmd.cgi?scmd=logout> *Invited Speaker* *Dr. Jordi Luque (Lead Research Scientist, Telefónica Research): **https://eloquenceai.eu/imprint/ <https://eloquenceai.eu/imprint/>* Further details will be posted on the workshop website. *Info for Papers* We welcome original research papers and ongoing work relevant to speech and language modeling for low-resource settings. Submissions should be 4 to 8 pages in length and follow the LREC 2026 stylesheet. Submissions should follow LREC formatting guidelines (https://lrec2026.info/authors-kit/). The maximum number of pages excludes potential Ethics Statements and discussion on Limitations, acknowledgements, and references, as well as data and code availability statements. Appendices or supplementary material are not permitted during the initial submission phase, as papers should be self-contained and reviewable on their own. Submissions will be judged on correctness, originality, technical strength, significance, relevance to the conference, and interest to the attendees. Papers must be of original, previously *unpublished* work. All submissions should follow the two-column LREC style guidelines. We strongly recommend the use of the LaTeX/Overleaf style files. All papers will undergo a *double-blind peer review* process, with final acceptance decisions made by the workshop chairs. Submissions that violate the requirements above will be rejected without review. Accepted papers will be presented as *oral or poster* presentations. The mode of presentation will be determined by the workshop chairs and does not reflect the quality of the submission. *SPEAKABLE 2026* will primarily be an in-person event, but online participation will also be possible for participants who cannot travel to the conference. *Important Dates* Paper Submission Deadline: February 16, 2026 Notification of Acceptance: March 12, 2026 Camera-Ready Papers: March 30, 2026 Workshop Date: May 2026 (11/05/2026) All deadlines are anywhere-on-earth (AoE). *Workshop Organizers* Nina Hosseini-Kivanani (RTL & University of Luxembourg, Luxembourg) Alessio Brutti (Fondazione Bruno Kessler, Italy) Marco Matassoni (Fondazione Bruno Kessler, Italy) Sandipana Dowerah (Tallinn University of Technology, Estonia) Davide Liga (University of Luxembourg, Luxembourg) Christoph Schommer (University of Luxembourg, Luxembourg) [image: 📄] Learn more and submit: https://speakable-2026.github.io/ For questions, contact: speakable2026(a)gmail.com ------------------------------------------------------------------------------------------------ Giuseppe Daniele Falavigna Fondazione Bruno Kessler Via Sommarive 18 - 38123 Povo - Trento, Italy mail:falavi@fbk.eu - tel:+39(0)461314562 - fax:+39(0)461314591 HomePage: https://speechtek.fbk.eu/people/profile/falavi ------------------------------------------------------------------------------------------------- -- -- Le informazioni contenute nella presente comunicazione sono di natura privata e come tali sono da considerarsi riservate ed indirizzate esclusivamente ai destinatari indicati e per le finalità strettamente legate al relativo contenuto. Se avete ricevuto questo messaggio per errore, vi preghiamo di eliminarlo e di inviare una comunicazione all’indirizzo e-mail del mittente. -- The information transmitted is intended only for the person or entity to which it is addressed and may contain confidential and/or privileged material. If you received this in error, please contact the sender and delete the material.

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1st CFP: Workshop on Style in GenAI Translated Content (StyGenAI @ EAMT-2026)
by sami.haq2＠mail.dcu.ie 03 Feb '26

03 Feb '26

Call for Papers StyGenAI: Workshop on Style in GenAI Translated Content We are excited to announce the StyGenAI workshop, which will take place in conjunction with EAMT 2026 (European Association for Machine Translation) from 15–18 June 2026 at the Schaumburg Concertzaal in Tilburg, the Netherlands. The workshop will be part of a vibrant international conference bringing together researchers and practitioners at the forefront of machine translation and language technologies. More information about the main conference is available at https://eamt2026.org/ About the workshop: The advent of Generative Artificial Intelligence has profoundly reshaped the landscape of translation. Moving beyond traditional machine translation paradigms, large language models (LLMs) now operate as translation agents capable of producing linguistically fluent and stylistically complex texts. As a result, translation is no longer only a matter of accuracy or adequacy, but increasingly one of style. As LLMs are adopted for translation tasks, their outputs reveal distinctive linguistic and stylistic patterns. These patterns differ in subtle but consequential ways from those found in both human translation and conventional MT systems. While such differences are often perceived intuitively by readers and practitioners, they remain underexplored from a systematic, research-driven perspective. This evolving scenario raises a set of pressing questions: What are the stylistic features of GenAI-produced translations? How do they differ from those generated by traditional MT systems? And how do they compare to human translations across genres, languages, and contexts? StyGenAI is the first workshop dedicated specifically to the study of style in GenAI-translated content. The workshop aims to bring together researchers interested in AI translation stylistics, including recurrent stylistic patterns, departures from human translation style, and the linguistic, technical, and contextual factors that modulate AI-generated output. Particular attention is given to the role of text genre, language pair, and prompt design or prompting strategies in shaping the stylistic profile of GenAI translations. The workshop provides a forum for interdisciplinary dialogue at the intersection of translation studies, computational linguistics, stylistics, and AI evaluation. Contributions are welcomed from both empirical and conceptual perspectives, as well as from research that bridges academic inquiry and professional practice. The workshop welcomes empirical, methodological, and conceptual contributions from translation studies, computational linguistics, stylistics, and related fields. We invite submissions addressing, but not limited to, the following topics: Stylistic fingerprints of LLM-based translation in comparison with conventional MT systems and professional human translation The influence of prompting strategies (for example, role prompting, constraints, zero-shot, one-shot, and few-shot approaches) on stylistic outcomes Cross-genre analyses of AI translation style in literary, academic, journalistic, technical, and social media texts Authorial voice and style preservation across languages in GenAI-mediated translation Language-specific manifestations of machine-like or synthetic stylistic patterns Methodologies for evaluating stylistic adequacy and stylistic variation in AI-generated translations Cognitive effort and decision-making in post-editing LLM output for stylistic quality as opposed to content accuracy Cultural, pragmatic, or discourse-level mismatches introduced by AI translation choices The handling of irony, humour, voice, and other stylistically marked devices in GenAI translation Human–AI hybrid workflows for style-sensitive translation tasks Pedagogical approaches to training translators to identify, assess, and correct AI-generated stylistic patterns Diachronic or longitudinal analyses of stylistic change as LLMs and prompting practices evolve Submission Information The workshop invites research papers reporting original work. Papers should be 4–10 pages in length, excluding references. Accepted papers will be published in the workshop proceedings and made available online via the ACL Anthology. Submissions must follow the EAMT 2026 formatting guidelines and templates and be submitted via the EasyChair system. Workshop website: https://sites.google.com/view/workshopstygenai?usp=sharing Important Dates Workshop paper submission deadline: 27 April 2026 Notification of acceptance: 12 May 2026 Camera-ready papers due: 20 May 2026

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2nd CfP: 12th Workshop on the Representation and Processing of Sign Languages (sign-lang@LREC 2026)
by Schulder, Dr. Marc 03 Feb '26

03 Feb '26

Event: 12th Workshop on the Representation and Processing of Sign Languages (sign-lang@LREC 2026) Submission deadline: 14 February 2026 Workshop date: 16 May 2026 Website: https://www.sign-lang.uni-hamburg.de/lrec2026/ Submission page: https://softconf.com/lrec2026/signlang2026/ CALL FOR PAPERS Submissions are invited for a full day workshop on sign language resources and technologies, to take place on 16 May 2026 as a satellite event of LREC 2026 in Palma de Mallorca, Spain. As in the previous four years, the workshop will be a hybrid event. During the past years, a number of large-scale sign language corpus projects have started. Some have already been completed, but many more projects are about to start. At the same time, sign language technologies are maturing and are promising to support the time-consuming basic annotation. The workshop aims at bringing together those researchers who already work with multimodal sign language corpora (and those who see the need for empirical underpinnings of their current research) with those who develop sign language technologies. It provides the platform to compare competing approaches. As sign language resource technologies build to a large extent on methodologies and tools used in the language resource community in general, but add very specific perspectives (e.g. no writing system established, use of video as data source) and works with a different modality of human language, sign language research is able to feed back to the language resource community at large. At the same time, as the raw data are in the visual domain, the field naturally bridges into Computer Vision. Thus, researchers use Machine Learning methods on both visual and linguistic data. We invite submissions of papers to be presented either on stage (20 minutes plus 10 minutes discussion), as posters (with or without demonstrations) or remotely (poster PDF plus text chat) on the following topics: 2026 SPECIAL TOPIC: LANGUAGE IN MOTION Motion is at the core of sign languages, both literally, through their existence in the visual-gestural modality, and figuratively, in how their communities drive language change. Equally, sign language research must stay in motion, adapting to new insights and technological possibilities, advancing how we create and use resources, evolving the capabilities of tools, and pushing the boundaries of what can be expected from the field, both technologically and ethically. We especially invite contributions relating to the representation and processing of sign languages that address these various facets of language in motion, but also welcome papers on other general issues relating to sign language resources and technologies. GENERAL ISSUES ON SIGN LANGUAGE CORPORA AND TOOLS • Evaluation of sign language resources • Experiences in building sign language corpora • Elicitation methodology appropriate for corpus collection • Proposals for standards for linguistic annotation or for metadata descriptions • Experiences from linguistic research using corpora • Use of (parallel) corpora and lexicons in translation studies and machine translation • Avatar technology as a tool in sign language corpora and corpus data feeding into advances in avatar technology • Language documentation and long-term accessibility for sign language data • Annotation and visualization tools • Linking corpora and lexicons and integrated presentation of corpus and dictionary contents • “Internet as a corpus” for sign languages • Sign language corpus mining • Crowd and community sourcing for corpus work • Multi-lingual sign language resources and connecting sign language resources to language resources for spoken languages • Language change and how it relates to resource creation, corpus-driven linguistic research, and language technologies We are pleased to confirm that the workshop will be a hybrid event. Similar to the 2022 and 2024 workshops, all participants will be given access to an online text chat before and during the event to allow remote participants to present their work as well as for discussion of all workshop contributions. On-stage presentations will be live streamed (including International Sign/English interpretation) with opportunity for questions from remote and on-site participants. The live poster sessions will be held on-site only, but posters will be made available online for discussion via text chat. In the tradition of LREC, oral/signed presentations, poster presentations (with or without demonstrations) and remote presentations have equal status, and authors are encouraged to suggest the presentation format best suited to communicate their ideas. Papers (4–8 pages) of all accepted submissions to this workshop will be published as workshop proceedings published on the conference website – independent of whether you have a poster, remote or oral/signed presentation. The workshop does not differentiate between long, short, or position papers. Please submit your paper through the LREC START system (https://softconf.com/lrec2026/signlang2026/) not later than 14 February 2026 (any time zone), indicating whether you prefer an oral/signed presentation, a poster presentation, a poster presentation with demo, or a remote poster. Unlike the main conference, the workshop will be reviewed single-blind, so submissions SHOULD NOT BE ANONYMOUS. In all other respects, submissions should follow the LREC 2026 style guide (https://lrec2026.info/authors-kit/). ATTENTION Please note that you are expected to submit the full paper, not an extended abstract as in previous years! IMPORTANT DATES • Deadline for submissions: 14 February 2026 (11:59PM UTC-12:00 “anywhere on Earth”) • Notification of acceptance: 16 March, 2026 • Early bird registration ends: tbd • Camera ready version of the paper (for both oral/signed presentations and posters): 27 March 2026 • Submission of slides for interpreters' preparation (oral/signed presentations only): 6 May 2026 • Submission of all slides/posters for the conference platform: 6 May 2026 • Submission of additional material, including demo videos, to be made available alongside with the posters/slides on the conference platform: 6 May 2026 • This workshop: 16 May 2026 • LREC main conference: 13–15 May 2026 • LREC workshops 11, 12 & 16 May 2026

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[CFP] Sci-ImageMiner Competition 2026: Scientific Figure Understanding -- 3rd call
by D'Souza, Jennifer 03 Feb '26

03 Feb '26

The 1st Sci-ImageMiner Competition: Information Extraction from Scientific Figures in Materials Science Focus: Quantitative plots from Atomic Layer Deposition and Etching (ALD/E) research Organized as part of the ICDAR 2026 Competition track <https://icdar2026.org/index.php/call-for-competitions/> <https://icdar2026.org/index.php/competitions/> https://icdar2026.org/index.php/competitions/ <https://icdar2026.org/index.php/call-for-competitions/> ICDAR 2026 - The 20th International Conference on Document Analysis and Recognition 30 Aug - 04 Sep 2026 | Vienna, Austria Sci-ImageMiner 2026 Competition Website: <https://sites.google.com/view/sci-imageminer/> https://sites.google.com/view/sci-imageminer/ Overview Scientific figures often contain critical results that never appear explicitly in the text. Despite recent advances in multimodal large language models, most existing benchmarks rely on generic or synthetic visuals. Sci-ImageMiner addresses this gap by introducing a curated benchmark grounded in authentic scientific figures from a specialized scientific domain. Tasks The competition hosts four tasks: 1. Figure Classification - identify the chart or figure type 2. Data Table Extraction - reconstruct the underlying tabular data from quantitative plots 3. Figure Summarization - generate concise, factual summaries of key trends 4. Visual Question Answering (VQA) - answer scientific questions requiring reasoning over figure content Teams may participate in any subset of tasks (including all four). Data & Evaluation * A trial dataset is available now to familiarize participants with the data and annotations. * The full dataset will be released in stages (training, development, blind test). * All evaluations will be conducted on Codabench, with per-task leaderboards. Important Dates (selected) * Trial data release: 8 December 2025 * Evaluation start: 3 March 2026 * Evaluation end: 3 April 2026 * Paper submission deadline: 17 April 2026 * Camera-ready deadline: 4 May 2026

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Call for Papers CARI'2026 - Benin
by Mathieu ROCHE 03 Feb '26

03 Feb '26

=========================================== CARI'2026 - Call for Papers The 18th African Conference on Research in Computer Science and Applied Mathematics (CARI'2026) October 21-24, 2026 University of Abomey-Calavi, Cotonou – Benin ============================================ OVERVIEW ============================================ CARI, the African Conference on Research in Computer Science and Applied Mathematics, is the flagship event of ASDS - African Society in Digital Science (https://asds.africa/). It brings together researchers and practitioners from Africa and beyond to present and discuss advances in computer science and applied mathematics, aiming to strengthen collaboration, international cooperation, and the visibility of African research while fostering innovation to address the continent's challenges. CARI'2026 will be held on October 21-24, 2026. The program will feature keynote talks, technical sessions, poster presentations, and panel discussions, preceded by workshops and tutorials on October 22, 2026. ============================================ SCOPE AND TOPICS OF INTEREST ============================================ CARI 2026 invites submissions of full papers presenting original research results and short papers reporting work in progress or position papers. The conference is structured around two main tracks: Computer Science and Applied Mathematics. Topics of interest include, but are not limited to: Track: Computer Science - Algorithms and optimisation - Artificial intelligence, machine learning, and data science - Distributed systems and cloud computing - Networking and the Internet of Things - Security, privacy, and dependable systems - Digital sovereignty and computing for Africa Track: Applied Mathematics - Analysis of dynamical Systems - Partial differential equations and their applications - High-performance scientific computing - Mathematical foundations of artificial intelligence - Mathematical Modelling - Stochastic Systems CARI'2026 especially welcomes applied research addressing African contexts and challenges, with application domains including agriculture, healthcare, education, environmental systems, transportation, and logistics. ============================================ IMPORTANT DATES (All deadlines are at 23:59 GMT) ============================================ - Abstract submission: 23 March, 2026 - Paper submission: 30 March, 2026 - Notification to authors: 22 June, 2026 - Camera-ready deadline: 6 July, 2026 ============================================ PAPER SUBMISSION AND PUBLICATION ============================================ CARI'2026 accepts submissions in three categories: - Full papers describing original research (up to 14 pages excluding references). - Work-in-progress papers on early results (up to 7 pages in length excluding references). - Position papers proposing novel or unconventional ideas - preferably supported by empirical data and measurements - that differ from prior published work (up to 7 pages excluding references). All submissions must be original, unpublished, and not under consideration elsewhere. All submissions will be reviewed based on relevance, originality, significance, and clarity. Papers should follow the Lecture Notes in Computer Science (LNCS) format (Springer) and be submitted via EasyChair (https://easychair.org/conferences/?conf=cari2026) CARI 2026 employs a single-blind review process, with authors' names included in submissions. As CARI'2024, all accepted papers should be published in Springer's book series Communications in Computer and Information Science (CCIS) or Trends in Mathematics and made available through the SpringerLink Digital Library (indexed in Scopus, ACM Digital Library, DBLP, and Google Scholar). Selected papers from CARI'2026 will be invited to submit extended versions for possible publication in ARIMA. ============================================ FOR MORE INFORMATION ============================================ Web: https://asds.africa/cari2026/ [under construction] E-mail: Cari2026(a)gmail.com ============================================

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3rd Call for Papers: RaPID-6@MENTAL.ai@LREC 2026: Palma de Mallorca, Spain
by Dimitrios Kokkinakis 03 Feb '26

03 Feb '26

**************************************** Third Call for Papers: The 6th workshop on: "Resources and ProcessIng of linguistic, para-linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric/developmental impairments" in collaboration with the MENTAL.ai -consortium Workshop: co-located with LREC 2026 | Palma de Mallorca, Spain | May 12th, 2026 RaPID-6(a)MENTAL.ai serves as an interdisciplinary platform for researchers to exchange insights, methods, and experiences related to collecting and processing data from individuals with mental, cognitive, neuropsychiatric, or neurodegenerative impairments. The workshop focuses on creating, processing, and applying such data resources from individuals at different stages and severity levels of these impairments. The ultimate goal of RaPID-6(a)MENTAL.ai is to facilitate the study of relationships among linguistic, paralinguistic, and extra-linguistic observations, with applications ranging from aiding diagnosis to enhancing monitoring and predicting individuals at higher risk, ultimately promoting multidisciplinary collaboration across clinical, language technology, computational linguistics, and computer science communities. Submission deadline: Sun., 22nd of February, 2026 (anywhere on earth) Paper submission: https://softconf.com/lrec2026/RaPID-6/ Invited speakers: Brian MacWhinney, Carnegie Mellon University, USA and Sunny X. Tang, MD, Feinstein Institutes for Medical Research, Northwell Health, USA Website and details: https://spraakbanken.gu.se/rapid-2026 Contact: Dimitrios Kokkinakis Contact email: dimitrios.kokkinakis(a)gu.se<mailto:dimitrios.kokkinakis@gu.se> Organizing committee: * Dimitrios Kokkinakis, University of Gothenburg, Sweden * Charalambos Themistocleous, University of Oslo, Norway * Gaël Dias, University of Caen Normandie, France * Kathleen C. Fraser, University of Ottawa, Canada * Fredrik Öhman, University of Gothenburg and Sahlgrenska University Hospital, Sweden * Sebastião Pais, University of Beira Interior, Portugal ****************************************

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Postdoc position on LLM post-training at the University of Oslo
by Erik Velldal 03 Feb '26

03 Feb '26

[Apologies for cross-posting] A 3-year postdoctoral fellowship in Natural Language Processing (NLP) is available in the Language Technology Group (LTG) at the University of Oslo (UiO), Norway. The position is also affiliated with the Integreat Centre of Excellence and will primarily focus on preference learning for Large Language Models (LLMs), particularly in data-constrained settings. For more information about the position and the research environment, please see the full announcement here: https://www.jobbnorge.no/en/available-jobs/job/294378/postdoctoral-fellow-i… Closing date: 4th March 2026 Best regards, -erik -- Erik Velldal Language Technology Group Section for Machine Learning Department of Informatics, University of Oslo

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CMC-Corpora 2026 submissions now open
by Steven Coats 02 Feb '26

02 Feb '26

Dear colleagues, (Apologies for cross-posting) Submissions are now open for the 13th International Conference on CMC and Social Media Corpora for the Humanities (CMC-Corpora 2026), to be held 27–28 August 2026 at the University of Oulu, Finland. We invite submissions on computer-mediated communication and social media corpora, including both short papers (oral presentations) and poster/demo abstracts. Topics include corpus creation and annotation, analysis of CMC and social media communication, and computational/NLP approaches to digital discourse, including multimodal and AI-based methods. Submission deadline: 15 April 2026, 23:59 EEST Submission system: https://conftool.net/cmc2026 Conference website & templates: https://cmc2026.org<https://cmc2026.org/> All submissions will undergo double-blind peer review. Accepted short papers will be published in the conference proceedings, and selected papers may be invited for an extended publication after the conference. We would be grateful if you could circulate this announcement to interested colleagues and mailing lists. Best regards, Steven Coats (on behalf of the CMC-Corpora 2026 Organizing Committee) cmc2026(a)oulu.fi<mailto:cmc2026@oulu.fi> University Lecturer, Docent English, Faculty of Humanities University of Oulu P.O. Box 8000, FI-90014 University of Oulu Finland https://cc.oulu.fi/~scoats

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Special Thematic Session "𝗚𝗲𝗻𝗔𝗜 𝗳𝗼𝗿 𝗖𝗼𝗴𝗻𝗶𝘁𝗶𝘃𝗲 𝗔𝗰𝗰𝗲𝘀𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆: 𝗣𝗹𝗮𝗶𝗻 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗮𝗻𝗱 𝗜𝗻𝗰𝗹𝘂𝘀𝗶𝘃𝗲 𝗨𝘀𝗲𝗿 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝗼𝗻" at ICCHP 2026
by PALOMA MARTINEZ FERNANDEZ 02 Feb '26

02 Feb '26

📢 Call for Papers – Special Thematic Session (STS) at ICCHP 2026 International Conference on Computers Helping People with Special Needs 2026 July 13 - 17, 2026 Masaryk University Brno, Czech Republic We are pleased to announce our Special Thematic Session "𝗚𝗲𝗻𝗔𝗜 𝗳𝗼𝗿 𝗖𝗼𝗴𝗻𝗶𝘁𝗶𝘃𝗲 𝗔𝗰𝗰𝗲𝘀𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆: 𝗣𝗹𝗮𝗶𝗻 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗮𝗻𝗱 𝗜𝗻𝗰𝗹𝘂𝘀𝗶𝘃𝗲 𝗨𝘀𝗲𝗿 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝗼𝗻" <https://icchp.org/session/1080/> at ICCHP 2026 <https://icchp.org/>. Generative AI (GenAI) is rapidly reshaping how people interact with technology. While its inclusive potential is often highlighted, cognitive accessibility remains largely underexplored. This STS aims to bring together researchers and practitioners working at the intersection of Generative AI, Human–Computer Interaction, and cognitive accessibility. 🔎 Topics of interest include (but are not limited to): - Accessible, usable, and understandable Generative AI interaction for people with cognitive impairments - Plain Language and Easy-to-Read content generation, adaptation, and evaluation using Large Language Models (LLMs) - Human-in-the-loop approaches, participatory design, and co-creation methods for GenAI accessibility - Intelligent User Interfaces (IUI) for cognitive accessibility, including adaptive interfaces, personalization, and assistive interaction - Multimodal GenAI for cognitive accessibility: text–image–audio interaction, pictograms, visual supports, and alternative representations - Cognitive load reduction in GenAI systems: UX patterns, explainability, transparency, trust, and user control - Accessible and inclusive communication, including user-oriented language and caregiver support - Evaluation protocols, datasets, and methodologies with target users, including qualitative, quantitative, and mixed-methods approaches - Ethics, risk assessment, bias, and safeguards in GenAI systems for cognitive accessibility and vulnerable populations - Datasets, benchmarks, and metrics for evaluating readability, fluency, user preferences, and multilingual considerations 🗓️ Important dates (https://icchp.org/submission-26/ <https://lnkd.in/eiGPJg6e>): • Extended Abstract (3–5 pages): February 9, 2026 • Notification of Acceptance: March 23, 2026 • Final Camera-Ready Paper (6–8 pages, LNCS format): April 16, 2026 We warmly invite research papers, case studies, design proposals, and empirical work. + info: https://icchp.org/session/1080/ Paloma Martínez Full professor Human Language and Accessibility Technologies Group (hulat.inf.uc3m.es <http://labda.inf.uc3m.es>) Computer Science Department Universidad Carlos III de Madrid @Grupo_HULAT

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3rd CFP: Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026
by Paul Thompson 02 Feb '26

02 Feb '26

Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 https://bionlp.nlm.nih.gov/cl4health2026/ LREC 2026 Palma, Mallorca (Spain) SCOPE CL4Health fills the gap among the different biomedical language processing workshops by providing a general venue for a broad spectrum of patient-oriented language processing research. The third workshop on patient-oriented language processing follows the successful CL4Health workshops (co-located with LREC-COLING 2024 and NAACL 2025), which clearly demonstrated the need for a computational linguistics venue focused on language related to public health. CL4Health is concerned with the resources, computational approaches, and behavioral and socio-economic aspects of the public interactions with digital resources in search of health-related information that satisfies their information needs and guides their actions. The workshop invites papers concerning all areas of language processing focused on patients' health and health-related issues concerning the public. The issues include, but are not limited to, accessibility and trustworthiness of health information provided to the public; explainable and evidence-supported answers to consumer-health questions; accurate summarization of patients' health records at their health literacy level; understanding patients' non-informational needs through their language, and accurate and accessible interpretations of biomedical research. The topics of interest for the workshop include, but are not limited to the following: * Health-related information needs and online behaviors of the public; * Quality assurance and ethics considerations in language technologies and approaches applied to text and other modalities for public consumption; * Summarization of data from electronic health records for patients; * Detection of misinformation in consumer health-related resources and mitigation of potential harms; * Consumer health question answering (Community Question Answering)(CQA); * Biomedical text simplification/adaptation; * Dialogue systems to support patients' interactions with clinicians, healthcare systems, and online resources; * Linguistic resources, data, and tools for language technologies focusing on consumer health; * Infrastructures and pre-trained language models for consumer health; IMPORTANT DATES February 18, 2026 -Workshop Paper Due Date️ March 13, 2026 - Notification of acceptance March 20, 2026 - Camera-ready papers due April 10, 2026 - Pre-recorded video due (hard deadline) May 12, 2026 - Workshop SHARED TASKS Detecting Dosing Errors from Clinical Trials (CT-DEB'26). Clinical Trials Dosing Errors Benchmark 2026 is a challenge to predict medication errors in clinical trials using Machine Learning. The Clinical Trials Dosing Errors Benchmark 2026 (CT-DEB'26) is dedicated to automated detection of the risks of medication dosing errors within clinical trial protocols. Leveraging a curated dataset of over 29K trial records derived from the ClinicalTrials.gov<http://clinicaltrials.gov/> registry, participants are challenged to predict the risk probabilities of protocols likely to manifest dosing errors. The dataset consists of various fields with numerical, categorical, as well as textual data types. Once the shared task is concluded and the leaderboard is published, the participants are invited to submit a paper to the CL4Health workshop. Website: https://www.codabench.org/competitions/11891/ Automatic Case Report Form (CRF) Filling from Clinical Notes. Case Report Forms (CRFs) are standardized instruments in medical research used to collect patient data in a consistent and reliable way. They consist of a predefined list of items to be filled with patient information. Each item aims to collect a portion of information relevant for a specific clinical goal (e.g., allergies, chronicity of disease, tests results). Automating CRF filling from clinical notes would accelerate clinical research, reduce manual burden on healthcare professionals, and create structured representations that can be directly leveraged to produce accessible, patient- and practitioners-friendly summaries. Even though the healthcare community has been utilizing CRFs as a basic tool in the day-to-day clinical practice, publicly available CRF datasets are scarce, limiting the development of robust NLP systems for this task. We present this Shared Task on CRF-filling aiming to enhance research on systems that can be applied in real clinical settings. Website: https://sites.google.com/fbk.eu/crf/ ArchEHR-QA 2026: Grounded Question Answering from Electronic Health Records. The ArchEHR-QA (“Archer”) shared task focuses on answering patients’ health-related questions using their own electronic health records (EHRs). While prior work has explored general health question answering, far less attention has been paid to leveraging patient-specific records and to grounding model outputs in explicit clinical evidence, i.e., linking answers to specific supporting content in the clinical notes. The shared task dataset consists of patient-authored questions, corresponding clinician-interpreted counterparts, clinical note excerpts with sentence-level relevance annotations, and reference clinician-authored answers grounded in the notes. ArchEHR-QA targets the problem of producing answers to patient questions that are supported by and explicitly linked to the underlying clinical notes. This second iteration builds on the 2025 challenge (which was co-located with the ACL 2025 BioNLP Workshop) by expanding the dataset and introducing four complementary subtasks spanning question interpretation, clinical evidence identification, answer generation, and answer–evidence alignment. Teams may participate in any subset of subtasks and will be invited to submit system description papers detailing their approaches and results. Website: https://archehr-qa.github.io/ FoodBench-QA 2026: Grounded Food & Nutrition Question Answering. FoodBench-QA 2026 is a shared task challenging systems to answer food and nutrition questions using evidence from nutrient databases and food ontologies.The dataset includes realistic dietary queries, ingredient and their quantities lists, and recipe descriptions, requiring models to perform nutrient estimation, FSA traffic-light prediction, and food entity recognition/linking across three food semantic models. Participants must generate accurate, evidence-based answers across these subtasks (or at least one of it). After the shared task concludes and the leaderboard is released, participants will be invited to submit their work to the Shared Tasks track of the CL4Health workshop at LREC 2026. Website: https://www.codabench.org/competitions/12112/ SUBMISSIONS Two types of submissions are invited: - Full papers: should not exceed eight (8) pages of text, plus unlimited references. These are intended to be reports of original research. - Short papers: may consist of up to four (4) pages of content, plus unlimited references. Appropriate short paper topics include preliminary results, application notes, descriptions of work in progress, etc. Electronic Submission: Submissions must be electronic and in PDF format, using the Softconf START conference management system. Submissions need to be anonymous. Papers should follow LREC 2026 formatting. LREC provides style files for LaTeX and Microsoft Word at https://lrec2026.info/authors-kit/. Submission site: https://softconf.com/lrec2026/CL4Health/ Dual submission policy: papers may NOT be submitted to the workshop if they are or will be concurrently submitted to another meeting or publication. Share your LRs: When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). MEETING The workshop will be hybrid. Virtual attendees must be registered for the workshop to access the online environment. Accepted papers will be presented as posters or oral presentations based on the reviewers’ recommendations. ORGANIZERS - Deepak Gupta, US National Library of Medicine - Paul Thompson, National Centre for Text Mining and University of Manchester, UK - Dina Demner-Fushman, US National Library of Medicine - Sophia Ananiadou, National Centre for Text Mining and University of Manchester, UK -- Paul Thompson Research Fellow Department of Computer Science National Centre for Text Mining Manchester Institute of Biotechnology University of Manchester 131 Princess Street Manchester M1 7DN UK http://personalpages.manchester.ac.uk/staff/Paul.Thompson/

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Multimodal sexism identification with sensor data: CFP EXIST 2026
by JORGE AMANDO CARRILLO DE ALBORNOZ CUADRADO 02 Feb '26

02 Feb '26

Please consider contributing and/or forwarding to appropriate colleagues and groups. ****We apologize for the multiple copies of this e-mail**** ---------------------------------------------------------------------------------------------------- Call for Participation ---------------------------------------------------------------------------------------------------- First Call for Participation: EXIST 2026: Multimodal sexism identification with sensor data Website: http://nlp.uned.es/exist2026/ EXIST is a series of scientific events and shared tasks on sexism identification in social networks. EXIST aims to foster the automatic detection of sexism in a broad sense, from explicit misogyny to other subtle expressions that involve implicit sexist behaviours (EXIST 2021, EXIST 2022, EXIST 2023, EXIST 2024, EXIST 2025). The sixth edition of the EXIST shared task will be held as a Lab in CLEF 2026, on September 21-24, 2026, at Friedrich-Schiller-Universität Jena, Germany . In EXIST 2026, we take a significant step forward by integrating the principles of Human-Centered AI (HCAI) into the development of automatic tools for detecting sexism online. Recognizing that no single interpretation can fully capture the diversity of human perception, we go beyond traditional annotation paradigms by combining Learning With Disagreement (LeWiDi) with sensor-based data (EEG, heart rate, and eye-tracking signals) collected from subjects exposed to potentially sexist content, with the aim of capturing unconscious responses to sexism. This dual approach represents a breakthrough in dataset creation for sensitive and value-laden tasks: for the first time, datasets will include not only divergent judgments from annotators, but also the embodied traces of how this content affect. This richer, multidimensional annotation process will enable the development of more inclusive, equitable, and socially aware AI systems for detecting sexism in complex multimedia formats like memes and short videos, where ambiguity and affect play a critical role. Similar to the approaches in the 2023, 2024 and 2025 edition, this edition will also embrace the Learning With Disagreement (LeWiDi) paradigm for both the development of the dataset and the evaluation of the systems. The LeWiDi paradigm doesn’t rely on a single “correct” label for each example. Instead, the model is trained to handle and learn from conflicting or diverse annotations. This enables the system to consider various annotators’ perspectives, biases, or interpretations, resulting in a fairer learning process. Building upon the EXIST 2025 dataset, this edition focuses exclusively on multimedia formats, comprising six experimental subtasks applied to images (memes) and videos (TikToks). Participants are challenged to address three main objectives: sexism identification (x.1), source intention detection (x.2), and sexism categorization (x.3) (numbering of subtask is consistent with EXIST 2025). Participants will be asked to classify memes and videos (in English and Spanish) according to the following tasks: TASK 2: Sexism detection in Memes: TASK 2.1 - Sexism Identification in Memes: this is a binary classification subtask consisting on determining wheter a meme describes a sexist situation or criticizes a sexist behaviour, and classifying it into two categories: YES and NO. Task 2.2: Source Intention in Memes: this subtask aims to categorize the meme according to the intention of the author. Due to the characteristics of the memes systems should only classify memes into the DIRECT or JUDGEMENTAL categories. Task 2.3: Sexism Categorization in Memes: once a message has been classified as sexist, the third subtask aims to categorize the message in different types of sexism (according to a categorization proposed by experts and that takes into account the different facets of women that are undermined). In particular, each sexist tweet must be categorized in one or more of the following categories: (i) IDEOLOGICAL AND INEQUALITY, (ii) STEREOTYPING AND DOMINANCE, (iii) OBJECTIFICATION, (iv) SEXUAL VIOLENCE and (v) MISOGYNY AND NON-SEXUAL VIOLENCE. TASK 3: Sexism detection in Videos: SUBTASK 3.1 - Sexism Identification in Videos: this is a binary classification task as in Subtasks 2.1. SUBTASK 3.2: Source Intention in Videos: this subtask replicates subtask 2.2 for memes, but it takes as source videos. SUBTASK 3.3: This subtask aims to classify sexist videos according to the categorization provided for Subtask 2.3: (i) IDEOLOGICAL AND INEQUALITY, (ii) STEREOTYPING AND DOMINANCE, (iii) OBJECTIFICATION, (iv) SEXUAL VIOLENCE and (v) MISOGYNY AND NON-SEXUAL VIOLENCE. Although we recommend to participate in all subtasks and in both languages, participants are allowed to participate just in one of them (e.g. subtask 2.1) and in one language (e.g. English). During the training phase, the task organizers will provide the participants with the manually-annotated EXIST 2026 dataset. For the evaluation of the systems, the unlabeled test data will be released. We encourage participation from both academic institutions and industrial organizations. We invite participants to register for the lab at CLEF 2026 Labs Registration site (https://clef-labs-registration.dipintra.it/). You will receive information about how to join the Discord Group for the EXIST 2026 shared task. Important Dates: * 17 November 2025: Registration opens. * 26 February 2026: Training set available. * 9 April 2026: Test set available. * 23 April 2026: Registration closes. * 7 May 2026: Runs submission due to organizers. * 28 May 2026: Results notification to participants. * 4 June 2026: Submission of Working Notes by participants. * 30 June 2026: Notification of acceptance (peer reviews). * 6 July 2026: Camera-ready participant papers due to organizers. * 21-24 September 2026: EXIST 2026 at CLEF Conference. ** Note: All deadlines are 11:59PM UTC-12:00 ("anywhere on Earth") ** Organizers: Laura Plaza, Universidad Nacional de Educación a Distancia (UNED) Jorge Carrillo-de-Albornoz, Universidad Nacional de Educación a Distancia (UNED) Iván Arcos, Universitat Politècnica de València (UPV) Maria Aloy Mayo, Universitat Politècnica de València (UPV) Paolo Rosso, Universitat Politècnica de València (UPV) Damiano Spina, Royal Melbourne Institute of Technology (RMIT) Contact: Contact the organizers by writing to: jcalbornoz(a)lsi.uned.es Website: http://nlp.uned.es/exist2026/ AVISO LEGAL. 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3rd Int. Workshop on Natural Scientific Language Processing (NSLP) 2026: 3rd CFP
by Georg Rehm 02 Feb '26

02 Feb '26

3rd International Workshop on Natural Scientific Language Processing (NSLP 2026) 12 May 2026 – Co-located with LREC 2026 Palma, Mallorca (Spain) NSLP 2026 features two shared tasks: * ClimateCheck 2026: Scientific Fact-Checking of Social Media Claims * SOMD 2026: Software Mention Detection & Coreference Resolution NSLP 2026 – important dates: * Submission deadline: 20 February 2026 * Notifications: 13 March 2026 * Camera-ready: 30 March 2026 NSLP 2026 website (including the shared tasks): * https://nfdi4ds.github.io/nslp2026 Scientific research has witnessed a steep growth rate over the last decades. The number of scholarly publications is growing exponentially, and doubles every 15-17 years. Consequently, both general and specialised repositories, databases, knowledge graphs, and digital libraries have been developed to publish and manage scientific artifacts. Examples include the Open Research Knowledge Graph (ORKG), the Semantic Scholar Academic Graph (S2AG), PubMed Central and also the ACL Anthology. These resources enable the collection, reuse, tracking, and expansion of scientific findings, and facilitate downstream applications such as scientific search engines. However, in order to develop robust systems that deal with scholarly text, various challenges need to be addressed. The current status quo of scientific communication mostly includes scholarly articles as unstructured PDF documents, which are not machine-readable in the sense that relevant scientific information can be extracted easily, thus making extracting and utilising this information as part of the scientific process a laborious and time-consuming task. Developing methods for converting unstructured information into structured formats is one of the major challenges in the field of Natural Scientific Language Processing (NSLP). This goal encompasses related challenges such as detecting, disambiguating, and linking mentions of scientific artifacts (e.g., software tools or specific datasets or language resources), and tracking state-of-the-art models and their evaluation scores (including new versions of existing models). Extracting and managing heterogeneous scientific knowledge effectively remains a challenging ongoing research area. Existing efforts are often fragmented, addressing separate issues with distinct datasets and conceptual approaches. NSLP 2026 addresses current topics and issues in Natural Scientific Language Processing. It is proposed and organised with the support of NFDI for Data Science and Artificial Intelligence (NFDI4DS), a long-term project with approx. 20 partners who work towards building a German national research data infrastructure for DS and AI. The workshop aims to further bring together the international community of researchers who work on NSLP and related topics (including research knowledge graphs), to discuss current issues and possible solutions. NSLP 2026 includes two keynote speakers and presentations of accepted papers (oral and poster presentations), as well as three shared tasks. Topics of interest include, but are not limited to * Scientific LLMs – LLMs for NSLP * Language resources (LRs) and Language technologies (LTs) for NSLP beyond LLMs * Research Knowledge Graphs (RKGs), Scientific Knowledge Graphs (SKGs) and other forms of structured representation of research-related knowledge * Information extraction from scholarly articles * Extraction of research information from texts * Detection and disambiguation of mentions of datasets, tasks, software or other methods * Classification of scholarly articles (collections, single documents, parts of documents) * Information extraction for RKGs * Summarisation of scholarly articles * Scholarly IR and scientific search engines * Question answering over scientific knowledge * Metadata and cataloging * Cross-lingual and multilingual natural scientific language processing * Adaptation of NLP methods for NSLP purposes Important Dates * Paper submission deadline: 20 February 2026 (not to be extended) * Notification of acceptance: 13 March 2026 * Camera-ready submission: 30 March 2026 * Workshop: 12 May 2026 Submission Guidelines The NSLP 2026 workshop invites submissions of: regular long papers; short papers; position papers. We especially encourage submissions from junior researchers and students from diverse backgrounds. * Note that we will not accept work that is under review or has already been published in or accepted for publication in a journal, another conference, or another workshop. * The workshop invites anonymous submissions of regular long papers (up to 8 pages without references and appendix); short papers as well as position papers (up to 4 pages without references and appendix) presenting, for example, negative results, in-progress projects, or demos. * Authors are permitted to include an optional appendix of up to 2 pages. However, reviewers will not be mandated to review the appendix and all papers must be self-contained. * Reviewing will be performed double-blind, i.e., submissions must be anonymous. Reviewers will not actively try to identify the authors. * Submissions must be in PDF, formatted in the LREC 2026 style. * The proceedings of this workshop will be published in the ACL Anthology (full Open Access) as part of the LREC 2026 proceedings. * At least one author per contribution must register for the workshop for presentation. * All submissions are done via START: https://softconf.com/lrec2026/NSLP2026/ When submitting a paper through START, the authors will be asked to provide essential information about resources (in a broad sense, i.e., also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Keynote Speakers * Iryna Gurevych, TU Darmstadt, Germany * Yufang Hou, ITU Austria, Austria Shared Tasks 1. ClimateCheck 2026: Scientific Fact-Checking of Social Media Claims The rise of climate discourse on social media offers new channels for public engagement but also amplifies mis- and disinformation. As online platforms increasingly shape public understanding of science, tools that ground claims in trustworthy, peer-reviewed evidence are necessary. The new iteration of ClimateCheck builds on the results and insights from the 2025 iteration (run at SDP 2025/ACL 2025), offering the following subtasks: Subtask 1: Abstract retrieval and claim verification: given a claim and corpus of publications, retrieve the top 10 most relevant abstracts and classify each claim-abstract pair as supports, refutes, or not enough information. Subtask 2: Disinformation narrative classification: given a claim, predict which climate disinformation narrative exists according to a predefined taxonomy. New training data will be released for both tasks, with task 1 having triple the amount of the last iteration. The new iteration will focus on sustainability, emphasising the need to build climate-friendly NLP systems with minimal environmental impact. Shared task co-organisers: Raia Abu Ahmad, Aida Usmanova, Max Upravitelev, Georg Rehm 2. SOMD 2026: Software Mention Detection & Coreference Resolution Understanding software mentions is crucial for reproducibility and to interpret experimental results. Citations of software are often informal, lacking the use of persistent identifiers, making it hard to infer and disambiguate knowledge about software efficiently. This task will build on SOMD 2025 (run at SDP 2025, co-located with ACL 2025) and focus on entity disambiguation as an under-investigated problem in this context. More precisely, we address the task of coreference resolution of software mentions across multiple documents, i.e. given a set of software mentions extracted from multiple scientific publications, cluster these mentions so that all software mentions in a particular cluster refer to the same real world software. We define three subtasks with varying challenges: Subtask 1: Software coreference resolution over gold standard mentions. Addresses the task based on high-quality (gold standard) mentions of software that are expert-annotated in multiple publications. Subtask 2: Software coreference resolution over predicted mentions. Addresses the task on software mentions that are automatically extracted using a baseline model, i.e. reflecting a typical information extraction scenario, where upstream pipelines (such as entity and metadata extraction) are imperfect. Subtask 3: Software coreference resolution at scale. Addresses the task using predicted mentions of software and metadata at a larger scale. This challenges models to scale effectively, maintain accuracy, and distinguish among an increasingly dense field of similar or overlapping software mentions. Shared task co-organisers: Sharmila Upadhyaya, Stefan Dietze, Frank Krüger, Wolfgang Otto Organisers * Georg Rehm (Deutsches Forschungszentrum für Künstliche Intelligenz & Humboldt-Universität zu Berlin, Germany) – main contact: <georg.rehm(a)dfki.de<mailto:georg.rehm@dfki.de>> * Stefan Dietze (GESIS Leibniz Institut für Sozialwissenschaften, Cologne & Heinrich-Heine-University Düsseldorf, Germany) * Danilo Dessí (University of Sharjah, UAE) * Diana Maynard (University of Sheffield, UK) * Sonja Schimmler (Technical University of Berlin & Fraunhofer FOKUS, Germany) Programme Committee * Marcel Ackermann, Lernzentrum Informatik (LZI), DBLP, Germany * Raia Abu Ahmad, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Tilahun Abedissa Taffa, University of Hamburg, Germany * Ekaterina Borisova, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Davide Buscaldi, LIPN, CNRS, University Paris 13, France * Leyla Jael Castro, ZB MED Information Centre for Life Sciences, Germany * Mathieu d’Aquin, Université de Lorraine, France * Jennifer D’Souza, TIB Leibniz Information Centre for Science and Technology, Germany * Catherine Faron, Université Côte d’Azur, France * Dayne Freitag, SRI International, USA * Paul Groth, University of Amsterdam, TheNetherlands * Leonhard Hennig, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Inma Hernandez, University of Seville, Spain * Robert Jäschke, Humboldt University of Berlin, Germany * Petr Knoth, Open University, UK * Frank Krüger, Wismar University of Applied Sciences, Germany * Julia Lane, NYU Wagner Graduate School of Public Service, USA * Andrea Mannocci, CNR-ISTI, Italy * Natalia Manola, OpenAIRE, Greece * Mirko Marras, University of Cagliari, Italy * Philipp Mayr-Schlegel, GESIS Leibniz-Institute for the Social Sciences, Germany * Pedro Ortiz Suarez, Common Crawl Foundation, USA * Wolfgang Otto, GESIS Leibniz-Institute for the Social Sciences, Germany * Haris Papageorgiou, R.C. Athena, Greece * Silvio Peroni, University of Bologna, Italy * Simone Ponzetto, Univ. of Mannheim, Germany * Diego Reforgiato Recupero, University of Cagliari, Italy * Harald Sack, FIZ Karlsruhe, Germany * Angelo Salatino, The Open University, UK * Philipp Schaer, TH Köln (University of Applied Sciences), Germany * Atsuhiro Takasu, University of Tokyo, Japan * Stefani Tsaneva, WU Wien, Austria * Ricardo Usbeck, Leuphana University, Germany * Thanasis Vergoulis, R.C. Athena, Greece

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2nd [CFP] NLP4Ecology 2026 @ LREC 2026
by fr.grasso＠unito.it 02 Feb '26

02 Feb '26

We invite submissions to the 2nd Workshop on Ecology, Environment, and Natural Language Processing. We are particularly interested in contributions that push the boundaries of linguistics and NLP research in the context of ecological and environmental crisis and that foster interdisciplinary collaboration. Important Dates (All deadlines are 23:59 AoE.) Paper Submission Deadline: 27 February 2026 Notification of Acceptance: 20 March 2026 Camera-Ready Deadline: 30 March 2026 Workshop Date: 12 May 2026 (afternoon) Submissions will be handled via START Conference Manager. Please click the following link to access the submission system: https://softconf.com/lrec2026/NLP4Ecology2026/ The topics of interest include, but are not limited to: - Sentiment, Argument, and Stance Analysis of Environmental Topics: Evaluating public opinions, emotions, and stances on ecological issues across social media, news outlets, and other media, including environmental activism communication and AI–environment debates (e.g., Longo and Longo, 2025; Ibrohim et al., 2023; Barz et al., 2025; Grasso et al., 2024). - Automated Linguistic and Discourse/Frame Analysis, and Topic Modeling: Studying grammatical, lexical, and discourse patterns in ecological communication from an ecolinguistic perspective, including topic modeling and framing analyses of media, political discourse, corporate reports, and NGO communication (e.g., Widanti, 2022; Dehler-Holland et al., 2021; Bosco et al., 2025; Grasso et al., 2025b). - Detection of Anthropocentric and Speciesist Biases: Identifying and mitigating anthropocentric and speciesist biases in language data and NLP applications, including bias in large language models (e.g., Leach et al., 2021; Takeshita et al., 2022; Grasso et al., 2025a). - Text Classification, Entity Recognition, and Environmental Monitoring: Categorizing texts into environmental subdomains such as biodiversity, climate change, and conservation, and identifying or tracking mentions of species, habitats, pollutants, and ecological phenomena, including applications of LLMs to ecological and biodiversity corpora (e.g., Volkanovska, 2025; Schimanski et al., 2023; Abdelmageed et al., 2022; Grasso & Locci, 2024). - Fact-checking and Greenwashing Detection: Analyzing corporate sustainability reports and institutional communication to detect misleading claims, greenwashing practices, and inaccuracies in environmental discourse (e.g., Glazkova and Zakharova, 2025; Cojoianu et al., 2020; Moodaley & Telukdarie, 2023). - Ecofeminism, Environmental Justice, and Language: Exploring the intersections of gender, justice, power, and ecological narratives, and how NLP methods can support the analysis of environmental justice–oriented discourse. Further topics include: - Ecolinguistic applications of NLP. -Large Language Models (LLMs) application in Climate Change and Environmental domain. -Analysis of harmful environmental narratives and misinformation on social media. -Corpora creation and annotation for ecological discourse -Geo-tagging and Sentiment Mapping of Environmental Discussions -Fairness, ethics, and accountability in environmental NLP. -Environmental communication in low-resource languages. -Multimodal analysis for ecological and environmental challenges. -Lexical and semantic analysis of sustainability discourse. -Linked Data and Knowledge Graphs on ecological topics. -Language diversity and inclusion in environmental narratives. -Cognitive models and ecological storytelling. -NLP for understanding indigenous knowledge in environmental contexts. -Machine learning techniques for analyzing environmental communication. -NLP for environmental legislation and policy discourse. -NLP for environmental education and awareness campaigns. -Speech technologies to support ecological field research. -Educational chatbots and conversational agents for raising environmental awareness. We invite submissions in the following categories: - Regular Papers (from a minimum of 4 up to 8 pages) - Non-archival contributions (up to 4 pages). Regular papers must report original, previously unpublished work and follow the LREC 2026 Author Kit. Accepted regular papers will be included in the workshop proceedings. Non-archival contributions include research communications (i.e. work already published at other venues), work in progress, manifestos, and similar contributions. Non-archival contributions can be presented at the workshop but will not be included in the proceedings. Please visit https://nlp4ecology2026.di.unito.it/ for more infos. Contact e-mail: nlp4ecology.workshop(a)gmail.com

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KG–LLM @ LREC 2026 - Knowledge Graphs and Large Language Models - Second Call for Paper
by Gilles Sérasset 02 Feb '26

02 Feb '26

Knowledge Graphs and Large Language Models (KG–LLM 2026) @ LREC 2026 We are pleased to announce the Workshop on Knowledge Graphs and Large Language Models (KG–LLM 2026), to be held in conjunction with LREC 2026 in Palma de Mallorca, Spain, May 16th 2026. We invite submissions of original research that leverages both Knowledge Graphs (KGs) and Large Language Models (LLMs) in any domain of Natural Language Processing or language resource development. More information at https://kg-llm.github.io/ Workshop Overview Large Language Models have become foundational in NLP, yet they continue to face challenges related to bias, hallucination, explainability, environmental impact, and the cost of training. Knowledge Graphs, in contrast, provide high-quality, interpretable, and reusable ontological and linguistic structures that support reasoning, fact checking, and knowledge preservation. The goal of this workshop is to bring together researchers working at the intersection of these two paradigms, exploring how explicit knowledge and implicit statistical learning can enhance each other. We welcome contributions that investigate, demonstrate, or evaluate systems, methods, or resources integrating both KGs and LLMs. Topics of Interest We encourage submissions on (but not limited to): 1. LLMs for Knowledge Graph Engineering KG modelling, resource creation, and interlinking Relation extraction Corpus annotation Ontology localization Creation or expansion of linguistic or knowledge graphs KG querying and question answering 2. Knowledge Graphs for Large Language Models Using linguistic or knowledge graphs as training data Fine-tuning LLMs using linked linguistic (meta)data Knowledge/linguistic graph embeddings KGs for model explainability, provenance, and source attribution Neural models for under-resourced languages KG-augmented RAG (KG-RAG) 3. Joint Use of KGs and LLMs in Applications Combined KG–LLM use cases with structured linguistic data Digital humanities applications Question answering over graph data Fake news and misinformation detection Educational applications and assisted learning Visualizing academic writing with KGs and LLMs KG-enhanced chatbots for health and medical contexts Application Domains All application domains are welcome (Digital Humanities, FinTech, Linguistics, Education, Cybersecurity, etc.) as long as the work uses both Knowledge Graphs and Large Language Models. Submission Guidelines Submission Format: Papers up to 8 pages excluding references. Style: All submissions must follow the LREC 2026 format and use the official LREC author kit. (available at https://lrec2026.info/authors-kit/ ) Review Process: Double-blind peer review. Submissions must be fully anonymized. Submission System: Papers must be submitted via the START conference system at https://softconf.com/lrec2026/KGLLM/ Language Resources: In line with LREC policies, authors are encouraged to describe, document, and share language resources, datasets, models, evaluation tools, or annotation guidelines used or created in their work. Accepted Papers: All accepted papers will be included in the LREC 2026 workshop proceedings. Presentation: Accepted papers will be presented as oral or poster sessions during the workshop. Important Dates *All deadlines are 11:59PM UTC-12:00 (“anywhere on Earth”)* Paper submission deadline: 26 February 2026 Notification to authors: 24 March 2026 Camera-ready due: 30 March 2026 Workshop date: 16 May 2026 Contact For questions, please contact the workshop organizers at: kg-llm-26(a)googlegroups.com Organizing Committee Gilles Sérasset, Université Grenoble Alpes, France Katerina Gkirtzou, Athena Research Center, Greece Michael Cochez, Ellis Institute Finland & Åbo Akademi, Finland Jan-Christoph Kalo, University of Amsterdam, Netherlands

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📢 Call for Participation: Shared Task at Argument Mining Workshop, ACL2026
by anastassia.shaitarova＠uzh.ch 02 Feb '26

02 Feb '26

We invite the broader NLP community to participate in our Shared Task at The 13th Argument Mining and Reasoning Workshop, co-hosted with ACL2026 in San Diego 🏖️ , United States! https://argmining-org.github.io/2026/index.html#shared_task The shared task focuses on understanding argumentative structure in highly formal, legal-political United Nations resolutions. Participants are expected to build LLM-based systems to: 1) identify and classify argumentative paragraphs in preambles and operative sections; 2) predict argumentative relations between paragraphs. 📅 Important Dates 1 Feb: Train and test data release 18 March: Evaluation and submission starts 1 April: Submission ends 15 April: Evaluation ends; results notification 24 April: Paper submission due 1 May: Reviews to authors 12 May: Camera-ready version due July: ArgMining 2026 Workshop 🔗 Further details, data access, and submission instructions on the shared task page: https://shared-task-argmining.linguistik.uzh.ch/ Organizers: Yingqiang Gao, Anastassia Shaitarova, Reto Gubelmann, Patrick Montjouridès, Department of Computational Linguistics, University of Zurich (UZH) We welcome participation from researchers and practitioners across related areas of argument mining, LLM reasoning, information retrieval, and so on. We are looking forward to receiving your submission!

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LREC 2026 Industry Day - Call for Abstracts
by Teresa Lynn 02 Feb '26

02 Feb '26

Dear colleagues, We are excited to extend our invitation for submission of *abstracts* for the Industry Day at LREC 2026. As many of you know, the Industry Day is designed to highlight real-world NLP applications, practices and lessons learned, offering a space for organisations to share practical insights, case studies, and perspectives that can help to bridge the gaps between academic research and industry. In particular, this year's Industry Day is also intended to act as a networking platform for conference participants, experts, and professionals to foster meaningful collaborations. We particularly welcome abstracts addressing topics such as: - Applied NLP systems and large-scale deployments - Enterprise use cases and industry challenges - Evaluation, scalability, and reliability in production environments - Responsible AI, governance, and compliance in NLP - Emerging trends and future directions from an industry perspective - Speech Resources and Processing - Less-Resourced/Endangered/Less-studied Languages Submitted abstracts should emphasise practical experience, impact, and insights rather than purely theoretical/empirical contributions. Submission details - Abstract length: 150-200 words - Submission deadline: February 16th 2026 - Notification of acceptance: March 13th 2026 - Presentation format: oral Accepted contributions will be featured as part of the Industry Day program and presented to a diverse audience of students, industry leaders and experts. Only an abstract submission is required for a presentation proposal (not a full paper) and the submissions differ from LREC main submissions in that they will *not be included* in the conference proceedings or ACL Anthology. We would be delighted to include your perspective and encourage you to share this invitation with relevant colleagues. For submission guidelines and a broader list of LREC 2026 topics, please visit: https://lrec2026.info/call-for-industry-day-talks/ Looking forward to seeing you in Mallorca in May! Teresa Lynn & Natalie Schluter Co-Chairs, LREC 2026 Industry Day

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Fully funded PhD opportunity at Lancaster University
by Brezina, Vaclav 02 Feb '26

02 Feb '26

Dear all, We are delighted to offer a fully funded PhD studentship starting in October 2026, open to UK and international applicants. We welcome applications from outstanding candidates with experience in corpus linguistics, language testing, or quantitative applied linguistics, including skills in e.g. corpus design, statistical analysis, and tools such as R, Python or #LancsBox X. Delivered in collaboration with Trinity College London, the PhD will explore communicative competence in English language tests, with implications for fairness, accessibility and social mobility. The successful candidate will be based in Lancaster and work regularly on campus as part of the CASS team. Further details and application information are available here: https://cass.lancs.ac.uk/fully-funded-phd-opportunity-at-the-cass-research-… Please feel free to share this opportunity. Best, Vaclav Professor Vaclav Brezina Professor in Corpus Linguistics Co-Director of the ESRC Centre for Corpus Approaches to Social Science Faculty of Humanities, Arts and Social Sciences, Lancaster University Lancaster, LA1 4YD Office: County South, room B46 T: +44 (0)1524 510828 @vaclavbrezina

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[CfP] TGDK Special Issue: Neuro-Symbolic Modeling for Human-Centric AI
by Marco Antonio Stranisci 02 Feb '26

02 Feb '26

================================================ Transactions on Graph Data & Knowledge (TGDK) https://www.dagstuhl.de/tgdk Special Issue: Neuro-Symbolic Modeling for Human-Centric AI https://www.dagstuhl.de/en/institute/news/2026/tgdk-cfp-special-issue-neuro… Submissions due: June 30th, 2026 ================================================ In recent years, the alignment of Artificial Intelligence technologies with people’s behaviors and worldviews has become a central topic for several sectors of Computer Science. The pervasive diffusion of Large Language Models (LLM) inside and outside the academic sector requires important efforts to ensure fairness and representativity towards all social and cultural groups, potentially considering different identities that characterize potential end-users of these technologies. This special issue welcomes contributions on the development of graph-based abstractions and implementations of graph-based approaches for human-centered AI. It welcomes hybrid neuro-symbolic and graph-based approaches focused on knowledge reasoning for learning, and learning approaches for reasoning, as well as the design and curation of graph-based data and semantic models to explore the inclusion and representation of human identities in AI systems. == Scope == This special issue solicits submissions of research, resource and survey articles that conform to the scope of TGDK on the following specific topics: Ontology modeling and knowledge representation for Human-Centric AI * Knowledge representation for reducing bias in AI * Ontologies of identity dimensions and psychology for AI * Ontologies of sociological and communication theories for AI * Linked Data approaches for Human-Centric AI Data quality, integration and provenance for Human-Centric AI * FAIR and CARE principles for AI models * Graph-based provenance approaches for AI models * Incorporating cultural metadata into AI workflows * KG-driven approaches for bias detection and mitigation in archives LLM integration with graph-structured knowledge for the design of fair AI technologies * Question answering with LLMs and graph-structured knowledge * Reducing LLM hallucinations with graph-structured knowledge * Injecting graph-structured knowledge into LLMs * Retrieval-Augmented Generation using graph-structured knowledge * Enhancing graph-structured knowledge using LLMs Logic and reasoning for Explainable AI * Logic-based methods for governance of AI * Logic-based methods for ethical AI frameworks * Logic-based methods for legal compliance of AI * Extraction of logic-based representations for explainable AI * Graph-based constraint languages for explainable AI == Guest Editors == * Stefano De Giorgis, Vrije Universiteit Amsterdam, Netherlands * Marco Antonio Stranisci, University of Turin, Italy * Luana Bulla, University of Bologna, Italy * Lia Draetta, University of Turin, Italy * Rossana Damiano, University of Turin, Italy * Filip Ilievski, Vrije Universiteit Amsterdam, Netherlands == Timeline == * Submissions: June 30, 2026 * Author Notifications: September 30, 2026 * Revisions: October 31, 2026 * Author Notifications: November 30, 2026 * Publication: Q4 2026 / Q1 2027 == Submission == Please follow the the submission instructions for TGDK and select the corresponding Special Issue: https://drops.dagstuhl.de/entities/journal/TGDK#author As a Diamond Open Access journal, official versions of accepted papers (as accessible via DOI) are published and made available for free online *without fees for authors or readers*. Marco, UNITO <https://www.unito.it/persone/mstranis> and aequa-tech <https://aequa-tech.com/> "Aoki è sboccato e ancora inesperto, ma dentro di sé nasconde una sensibilità delicata e gentile. È questo ciò che mi comunicano le sue storie. Hayashi, sono certo che lei riuscirà a illuminare il suo cammino" Taiyo Matsumoto

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CFP: LT4HALA 2026
by Sprugnoli Rachele (rachele.sprugnoli) 02 Feb '26

02 Feb '26

CFP: LT4HALA 2026 - The Fourth Workshop on Language Technologies for Historical and Ancient Languages * Website: https://circse.github.io/LT4HALA/2026/ * Date: 11 May 2026 * Place: co-located with LREC 2026, 11-16 May 2026, Palma, Mallorca (Spain) * Submission page: https://softconf.com/lrec2026/LT4HALA2026/ * Submission deadline: 17 February 2026 DESCRIPTION LT4HALA 2026 is a one-day workshop that seeks to bring together scholars who are developing and/or are using Language Technologies (LTs) for historically attested languages, so to foster cross-fertilization between the Computational Linguistics community and the areas in the Humanities dealing with historical linguistic data, e.g. historians, philologists, linguists, archaeologists and literary scholars. LT4HALA 2026 follows LT4HALA 2020, 2022, 2024 that were organized in the context of LREC 2020, LREC 2022 and LREC-COLING 2024, respectively. Despite the current availability of large collections of digitized texts written in historical languages, such interdisciplinary collaboration is still hampered by the limited availability of annotated linguistic resources for most of the historical languages. Creating such resources is a challenge and an obligation for LTs, both to support historical linguistic research with the most updated technologies and to preserve those precious linguistic data that survived from past times. Relevant topics for the workshop include, but are not limited to: * creation and annotation of linguistic resources (both lexical and textual); * the role of digital infrastructures, such as CLARIN<https://www.clarin.eu/>, in supporting research based on language resources for historical and ancient languages; * handling spelling variation; * detection and correction of OCR errors; * deciphering; * morphological/syntactic/semantic analysis of textual data; * adaptation of tools to address diachronic/diatopic/diastratic variation in texts; * teaching ancient languages with LTs; * NLP-driven theoretical studies in historical linguistics; * NLP-driven analysis of literary ancient texts; * evaluation of LTs designed for historical and ancient languages; * LLMs for the automatic analysis of ancient texts. SHARED TASKS LT4HALA 2026 will host: * the 4th edition of EvaLatin<https://circse.github.io/LT4HALA/2026/EvaLatin>, a campaign entirely devoted to the evaluation of NLP tools for Latin. This new edition will focus on two tasks: dependency parsing and Named Entity Recognition. Dependency parsing will be based on the Universal Dependencies framework. * the 5th edition of EvaHan<https://circse.github.io/LT4HALA/2026/EvaHan>, the campaign for the evaluation of NLP tools for Ancient Chinese. EvaHan 2026 will focus on Ancient Chinese OCR (Optical Character Recognition) Evaluation. * the 2nd edition of EvaCun<https://circse.github.io/LT4HALA/2026/EvaCun>, the campaign for the evaluation of Ancient Cuneiform Languages, with shared tasks on transliteration normalization, morphological analysis and lemmatization, Named Entity Recognition of Akkadian and/or Sumerian. SUBMISSIONS Submissions should be 4 to 8 pages in length and follow the LREC stylesheet (see below). The maximum number of pages excludes potential Ethics Statements and discussion on Limitations, acknowledgements and references, as well as data and code availability statements. Appendices or supplementary material are not permitted during the initial submission phase, as papers should be self-contained and reviewable on their own. Papers must be of original, previously unpublished work. Papers must be anonymized to support double-blind reviewing. Submissions thus must not include authors’ names and affiliations. The submissions should also avoid links to non-anonymized repositories: the code should be either submitted as supplementary material in the final version of the paper, or as a link to an anonymized repository (e.g., Anonymous GitHub or Anonym Share). Papers that do not conform to these requirements will be rejected without review. Submissions should follow the LREC stylesheet, which is available on the LREC 2026 website on the Author’s kit page<https://lrec2026.info/authors-kit/>. Each paper will be reviewed by three independent reviewers. Accepted papers will appear in the workshop proceedings, which include both oral and poster papers in the same format. Determination of the presentation format (oral vs. poster) is based solely on an assessment of the optimal method of communication (more or less interactive), given the paper content. As for the shared tasks, participants will be required to submit a technical report for each task (with all the related sub-tasks) they took part in. Technical reports will be included in the proceedings as short papers: the maximum length is 4 pages (excluding references) and they should follow the LREC 2026 official format. Reports will receive a light review (we will check for the correctness of the format, the exactness of results and ranking, and overall exposition). All participants will have the possibility to present their results at the workshop. Reports of the shared tasks are not anonymous. WORKSHOP IMPORTANT DATES * 17 February 2026: submissions due * 13 March 2026: reviews due * 16 March 2026: notifications to authors * 27 March 2026: camera-ready due Shared tasks deadlines are available in the specific web pages: EvaLatin, EvaHan, EvaCun. Identify, Describe and Share your LRs! When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). [http://static.unicatt.it/ext-portale/5xmille_firma_mail_2023.jpg] <https://www.unicatt.it/uc/5xmille>

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1st Call for Papers: SIGUL 2026 Joint Workshop with ELE, EURALI, and DCLRL Towards Inclusivity and Equality: Language Resources and Technologies for Under-Resourced and Endangered Languages
by Atul K. Ojha 01 Feb '26

01 Feb '26

Apologies for cross-posting. --------------------------------------------------------------------------- *SIGUL 2026 Joint Workshop with ELE, EURALI, and DCLRL* *Towards Inclusivity and Equality: Language Resources and Technologies for Under-Resourced and Endangered Languages* *https://sites.google.com/view/sigul2026/home-page <https://sites.google.com/view/sigul2026/home-page>* ------------------------------------ We are pleased to announce the upcoming SIGUL 2026 Joint Workshop with ELE, EURALI, and DCLRL on Towards Inclusivity and Equality: Language Resources and Technologies for Under-Resourced and Endangered Languages <https://sites.google.com/view/sigul2026/home-page>, co-located with *LREC 2026 *in Palma, Mallorca, Spain. This workshop brings together researchers working on less-resourced, endangered, minority, low-density, and underrepresented languages to share novel techniques, resources, strategies, and evaluation methods. We emphasize the entire pipeline: data creation, modeling, adaptation/transfer, system development, evaluation, deployment, and ethical/community engagement. We invite contributions on, but not limited to, the following topics: - Data collection, annotation, and curation for under-resourced languages (crowdsourcing, participatory methods, gamification, unsupervised or weakly supervised methods) - Learning with limited supervision (zero- or few-shot, PEFT, RAG with linguistic resources) - Multilingual alignment, representation learning, and language embeddings, including rare languages - Speech, multimodal, and cross-modal technologies for under-resourced languages (speech recognition, synthesis, speech-to-text, speech translation, multimodal resources) - Basic text processing (normalization, orthography, transliteration, tokenization/segmentation, morphological and syntactic processing) in and for low-resource settings. - Low-resource machine translation (pivoting, alignment, synthetic data) - Evaluation frameworks, benchmarks, and metrics designed or adapted for underrepresented languages - Adaptation, domain adaptation, and robustness to domain shift in low-resource contexts - Responsible approaches, ethical issues, community engagement, data sovereignty, and language revitalization - Deployment, tools, and practical systems for underserved languages (e.g., mobile apps, dictionary or translation apps, linguistic tools) - Case studies of success and negative results (with lessons learned) - Interoperability, standardization, and metadata practices for datasets in low-resource scenarios Special Themes Language modeling for intra-language variation, dialects, accents, and regional variants of less-resourced languages Many less-resourced languages display rich internal diversity, including dialects, accents, and regional or social varieties. This special theme focuses on developing language models and speech technologies that capture and respect intra-language variation rather than reduce it to a single “standard.” We welcome work on dialect identification and adaptation, accent-robust speech systems, normalization vs. diversity-preserving modeling, and cross-dialect transfer in low-data scenarios. Approaches combining linguistic insights, community participation, and ethical awareness are especially encouraged. The aim is to build technologies that reflect and sustain the true linguistic richness of under-resourced languages. Ultra-Low-Resource Language Adaptation This special theme focuses on methods that enable effective language and speech technology development under extreme data scarcity. We invite research on transfer learning, cross-lingual adaptation, multilingual pretraining, and self-supervised or few-shot approaches tailored to ultra-low-resource settings. Work on evaluation, data augmentation (including synthetic data), and leveraging typological or linguistic knowledge is also welcome. The goal is to advance techniques that extend modern language technologies to the most underrepresented languages, ensuring inclusivity in the digital age. Community-Led Project Showcase To help ground research in community needs, we invite brief (5–10 min) presentations by language community members, NGOs, or practitioners describing real-world challenges or resource needs. Position papers or research posters are appropriate formats for this category. Important Dates Paper Submission Deadline: February 20 (Friday), 2026 Notification of Acceptance: March 22 (Sunday), 2026 Submission of Camera-Ready: March 30 (Monday), 2026 Workshop Date: 11-12 May 2026 All deadlines are anywhere-on-earth (AoE). Call for Papers We welcome original research papers and ongoing work relevant to the topics of the workshop. Each submission can be one of the following categories: - research papers; - position papers for reflective considerations of methodological, best practice, and institutional issues (e.g., ethics, data ownership, speakers’ community involvement, de-colonizing approaches); - posters, for work-in-progress projects in the early stage of development or description of new resources; - demo papers and early-career/student papers (to be submitted as extended abstracts and presented as posters). The research and position papers should range from four (4) to eight (8) pages, while demo papers are limited to four (4) pages. References don't count towards page limits. Accepted papers will appear in the workshop proceedings, which include both oral and poster papers in the same format. Determination of the presentation format (oral vs. poster) is based solely on an assessment of the optimal method of communication (more or less interactive), given the paper content. Submissions must be anonymous and follow LREC formatting guidelines <https://lrec2026.info/authors-kit/>. For inquiries, send an email to claudia.soria(a)cnr.it. Identify, Describe and Share your LRs! When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Thanks, Atul

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Call for Participation: LT-EDI @ ACL 2026 - Homophobia and Transphobia Meme Classification
by Bharathi Raja Asoka Chakravarthi 01 Feb '26

01 Feb '26

*Homophobia and Transphobia Meme Classification | LT-EDI @ ACL 2026* We are pleased to invite the research community to participate in the LT-EDI @ ACL 2026 shared task on Homophobia and Transphobia Meme Classification, which addresses harmful multimodal content targeting LGBTQ+ individuals and communities. Memes function as compact multimodal communication units that combine visual and textual cues. They spread rapidly across cultures and languages. This combination enables both subtle and explicit forms of discrimination. The shared task focuses on the automatic identification of homophobic and transphobic content in memes. * 📝 Task Description*The shared task focuses on multiclass meme classification for detecting anti-LGBT content. Participants are provided with multimodal memes and are required to classify each meme into one of the predefined categories based on the presence of discriminatory content. *Labels:*Homophobia Transphobia Non-anti-LGBT *Languages:*English, Hindi, and Chinese *Description:*Separate datasets are released for each language, enabling analysis across culturally distinct meme collections. The task requires participants to identify discriminatory stereotypes, harmful visual elements, and derogatory textual cues embedded in memes. All training and test datasets are developed following culturally sensitive and ethical annotation practices. The task emphasizes robust multimodal understanding across diverse cultural contexts. * 📚 Resources* 🔗 Competition link (Codabench): https://www.codabench.org/competitions/11335/ 🔗 Task website: https://sites.google.com/view/lt-edi-2026/shared-tasks *🗓️ Important Dates*Task announcement: November 16, 2025 Training data release: November 25, 2025 Test data release: January 20, 2026 Run submission deadline: February 10, 2026 Results announcement: February 16, 2026 Paper submission deadline: March 5, 2026 Peer review notification: April 28, 2026 Camera-ready submission: May 12, 2026 Workshop dates: July 2–3, 2026 with regards, Dr. Bharathi Raja Chakravarthi, Assistant Professor / Lecturer-above-the-bar Programme Director (MSc Computer Science - Artificial Intelligence) <https://www.universityofgalway.ie/courses/taught-postgraduate-courses/compu…> School of Computer Science, University of Galway, Ireland Insight SFI Research Centre for Data Analytics, Data Science Institute, University of Galway, Ireland E-mail: bharathiraja.akr(a)gmail.com , bharathi.raja(a)universityofgalway.ie <bharathiraja.asokachakravarthi(a)universityofgalway.ie> Google Scholar: https://scholar.google.com/citations?user=irCl028AAAAJ&hl=en Website: https://research.universityofgalway.ie/en/persons/bharathi-raja-asoka-chakr…

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AI-Enabled Digital Accessibility Summer School 2026
by Constantin Orasan 01 Feb '26

01 Feb '26

AI-Enabled Digital Accessibility Summer School 2026 15-17 June 2026 | University of Surrey, UK https://www.surrey.ac.uk/centre-translation-studies/convergence-2026/summer… The inaugural ADA Summer School on AI-enabled Digital Accessibility will take place from 15 to 17 June 2026 at the University of Surrey, hosted by the Centre for Translation Studies with support from the ADA Leverhulme Trust Doctoral Scholarships Network. The summer school precedes the Convergence 2026 conference<https://www.surrey.ac.uk/centre-translation-studies/convergence-2026>: Human-AI Integration for Multilingual and Accessible Communication. About the Summer School AI-enabled Digital Accessibility (ADA) is an exciting field that brings together expertise from artificial intelligence, computer science, translation studies, accessible communication, cognitive and social sciences, and inclusive design. ADA explores how advances in AI can work alongside human expertise to improve digital media access for a wide range of users. The specific focus of ADA is on enhancing accessible communication and creating high-quality accessible content at scale. Current ADA projects focus on the use of AI in accessibility practices such as subtitling, captioning and audio description, as well as on approaches to improve cognitive access, text simplification and multilingual accessibility. This emerging field represents a paradigm shift from purely engineering-led, AI-driven methods towards an AI-enabled approach where user needs guide the development of responsible, nuanced solutions for accessible digital content. At ADA's core is the principle that only human-in-control approaches can effectively mitigate AI risks, such as bias, errors, and privacy concerns. ADA therefore aims to establish a new interdisciplinary research paradigm leading to truly responsible research designs and solutions. This intensive 2.5-day Summer School will equip participants with critical knowledge, research insights, and methodological skills essential to kickstart and/or refine cutting-edge research in this area. You'll explore interdisciplinary approaches based on the latest projects in this field and develop collaborative research skills that prioritise human-centred integration of AI technologies in digital accessible communication. Application process will open on the 15th Feb 2026. More details can be found at https://www.surrey.ac.uk/centre-translation-studies/convergence-2026/summer… --- Prof Constantin Orăsan Professor of Language and Translation Technologies Centre for Translation Studies<https://www.surrey.ac.uk/centre-translation-studies> Personal page: https://www.surrey.ac.uk/people/constantin-orasan Office: 06LC03, Phone: +44 (0) 1483 68 4115 Library and Learning Centre, University of Surrey, Guildford, Surrey, GU2 7XH, UK

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Edge Hill Corpus Research Group: Meeting #19
by Costas Gabrielatos 31 Jan '26

31 Jan '26

The next meeting of the Edge Hill Corpus Research Group will take place online (via MS Teams) on Friday 6 February 2026, 2:00-3:30 pm (GMT<https://time.is/United_Kingdom>). Topic: Discourse Oriented Corpus Studies Speaker: Dan Malone<https://www.researchgate.net/profile/Daniel-Malone> (Edge Hill University, UK) Title: From Global Uncertainty to Domestic Danger: The lone wolf terrorist as a topos of threat in (poly)crisis discourses The abstract and registration link are here: https://sites.edgehill.ac.uk/crg/next Attendance is free. Registration closes on Wednesday 4 February. If you have problems registering, or have any questions, please email the organiser, Costas Gabrielatos (gabrielc(a)edgehill.ac.uk<mailto:gabrielc@edgehill.ac.uk>). ________________________________ Edge Hill University<http://ehu.ac.uk/home/emailfooter> Modern University of the Year, The Times and Sunday Times Good University Guide 2022<http://ehu.ac.uk/tef/emailfooter> University of the Year, Educate North 2021/21 ________________________________ This message is private and confidential. If you have received this message in error, please notify the sender and remove it from your system. Any views or opinions presented are solely those of the author and do not necessarily represent those of Edge Hill or associated companies. Edge Hill University may monitor email traffic data and also the content of email for the purposes of security and business communications during staff absence.<http://ehu.ac.uk/itspolicies/emailfooter>

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37th IEEE International Symposium on Software Reliability Engineering (ISSRE 2026): First Call for Replications and Negative Results
by Announce 31 Jan '26

31 Jan '26

*** First Call for Replication and Negative Results *** 37th IEEE International Symposium on Software Reliability Engineering (ISSRE 2026) October 20-23, 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://cyprusconferences.org/issre2026/ The Replications and Negative Results (RENE) Track has been introduced in the software engineering community for a while and received overwhelmingly positive feedback. This year, we establish this track at ISSRE and invite researchers to (1) replicate results from previous papers and (2) publish studies with important and relevant negative or null results (results that fail to show an effect, yet demonstrate the research paths that did not pay off). We also encourage the publication of the negative results or replicable aspects of previously published work. For example, authors of a published paper reporting a working solution for a given problem can document in a “negative results paper” other (failed) attempts they made before defining the working solution they published. • Replication studies. The papers in this category must go beyond simply re- implementing an algorithm and/or re-running the artifacts provided by the original paper. Such submissions should at least apply the approach to new data sets (open-source or proprietary). A replication study should clearly report on results that the authors were able to replicate, as well as on the aspects of the work that were not replicable. • Negative results papers. We seek papers that report on negative results. We seek negative results for all types of program comprehension research in any empirical area (qualitative, quantitative, case study, experiment, etc.). For example, did your controlled experiment not show an improvement over the baseline? Even if negative, results obtained are still valuable when they are either not obvious or disprove widely accepted wisdom. Evaluation Criteria Both Replication Studies and Negative Results submissions will be evaluated according to the following standards: • Depth and breadth of the empirical studies • Clarity of writing • Appropriateness of conclusions • Amount of useful, actionable insights • Availability of artifacts • Underlying methodological rigor. A negative result due primarily to misaligned expectations or due to lack of statistical power (small samples) is not a good submission. The negative result should be a result of a lack of effect, not a lack of methodological rigor. Most importantly, we expect replication studies to clearly point out the artifacts upon which the study is built, and to provide the links to all the artifacts in the submission (the only exception will be given to those papers that replicate the results on proprietary datasets that can not be publicly released). Submission Instructions Submissions must be original, in the sense that the findings and writing have not been previously published or under consideration elsewhere. However, as either replication studies or negative results, some overlap with previous work is expected. Please make clear in the paper the overlap with and difference from previous work. All submissions must be in PDF format and conform, at time of submission, to the IEEE Computer Society Format Guidelines: (https://www.ieee.org/conferences/publishing/templates). Authors are strongly encouraged to print the PDF and review it for integrity (fonts, symbols, equations, etc.) before submission, as defective printing can undermine a paper’s chance of success. By submitting to the ISSRE RENE Track, authors acknowledge that they are aware of and agree to be bound by the IEEE Plagiarism FAQ. In particular, papers submitted to the RENE track must not have been published elsewhere and must not be under review or submitted for review elsewhere whilst under consideration for ISSRE 2026. Contravention of this concurrent submission policy will be deemed a serious breach of scientific ethics, and appropriate action will be taken in all such cases. To check for double submission and plagiarism issues, the chairs reserve the right to (1) share the list of submissions with the PC Chairs of other conferences with overlapping review periods and (2) use external plagiarism detection software, under contract to the IEEE, to detect violations of these policies. Submissions to the RENE Track can be made via the ISSRE RENE track submission site： https://easychair.org/conferences?conf=issre2026 . Submission Length: The ISSRE RENE Track accepts submissions of two lengths: (1) New replication studies and new descriptions of negative results should have a length of up to 10 pages, plus 2 pages which may only contain references. (2) Negative results documented during the preparation of previously published work by the authors should be described in up to 5 pages, plus 1 page, which may only contain references (e.g., as previously mentioned, authors of a published paper can document negative results they obtained while working on it, such as methodologically sound solutions that did not work). Important note 1: Both types of papers (replication and negative results) will be included as part of the main conference proceedings. Important note 2: The RENE track does not follow a double-anonymous review process. Publication and Presentation Upon notification of acceptance, all authors of accepted papers will receive further instructions for preparing the camera-ready versions of their submissions. If a submission is accepted, at least one author of the paper is required to have a full registration for ISSRE 2026, attend the conference, and present the paper in person. All accepted papers will be published in the conference electronic proceedings. The presentation is expected to be delivered in person, unless this is impossible due to travel limitations (e.g., related to health or visa). Details about the presentations will follow the notifications. The official publication date is the date the proceedings are made available in the IEEE Digital Libraries. The official publication date affects the deadline for any patent filings related to published work. Purchases of additional pages in the proceedings are not allowed. Important Dates (AoE) • Submission deadline: July 5, 2026 • Notification of acceptance: August12 29, 2026 • Camera-ready copy submission: August 19, 2026 • Author registration deadline: August 19, 2026 Organisation General Chairs • Leonardo Mariani, University of Milano - Bicocca, Italy • George A. Papadopoulos, University of Cyprus, Cyprus Program Coordinator • Roberto Natella, GSSI, Italy Research Program Committee Chairs • Domenico Cotroneo, UNC Charlotte, USA • Jie M. Zhang, King's College London, UK Industry Program Chairs • Jinyang Liu, Bytedance, USA • Sigrid Eldh, Ericsson AB, Sweden Workshop Chairs • Georgia Kapitsaki, University of Cyprus, Cyprus • August Shi, The University of Texas at Austin, USA Doctoral Symposium Chairs • Stefan Winter, LMU Munich, Germany • Lili Wei, McGill University, Canada Fast Abstract Chairs • Luigi Lavazza, University of Insubria, Italy • Yintong Huo, SMU, Singapore JIC2 Chair • Helene Waeselynck, LAAS-CNRS, France Publicity Chairs • Allison K. Sulivan, The University of Texas at Arlington, USA • Jose D'Abruzzo Pereira, University of Coimbra, Portugal Publication Chairs • Sherlock Licorish, Otago Business School, New Zealand • Maria Teresa Rossi, GSSI, Italy Artifact Evaluation Chairs • Naghmeh Ivaki, University of Coimbra, Portugal • Fumio Machida, University of Tsukuba, Japan Diversity and Inclusion Chair • Eleni Constantinou, University of Cyprus, Cyprus Financial Chair • Costas Pattichis, University of Cyprus, Cyprus Web Chairs • Michalis Ioannides, Easy Conferences LTD • Elena Masserini, University of Milano - Bicocca, Italy Registration Chair • Easy Conferences LTD

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Call for Papers: PoliticalNLP 2026 (LREC 2026 Workshop)
by Wajdi Zaghouani 31 Jan '26

31 Jan '26

We invite submissions to PoliticalNLP 2026, the 3rd Workshop on Natural Language Processing for Political Sciences, co-located with LREC 2026. The workshop will take place in Palma de Mallorca, Spain, at the Palau de Congressos de Palma. Theme for 2026 Trust, Transparency and Generative AI in Political Discourse Analysis Large language models and generative AI are increasingly shaping political communication, public opinion, and democratic processes. PoliticalNLP 2026 provides an interdisciplinary forum to examine these developments critically and responsibly, at the intersection of NLP, political science, law, and the social sciences. Topics of interest include, but are not limited to • Trustworthy, explainable, and fair NLP for political data • Bias, misinformation, and ethical risks of LLMs • Multilingual and cross cultural political NLP • Generative AI for policy analysis and deliberative democracy • Reproducibility, transparency, and responsible AI practices • Datasets, tools, and resources for political and civic technologies Important dates • Paper submission (long and short): 16 February 2026 • Notification: 11 March 2026 • Camera ready: 30 March 2026 • Workshop: 11 to 12 May 2026, or 16 May 2026 (final date to be confirmed by LREC) Proceedings Accepted papers will appear in the LREC 2026 Workshop Proceedings. Submission and CFP Full Call for Papers and details: https://sites.google.com/view/politicalnlp2026 Submission is electronic via the Softconf START system: https://softconf.com/lrec2026/PoliticalNLP2026/ Best regards, PoliticalNLP 2026 Organizer -- Wajdi Zaghouani, Ph.D. Associate Professor in Residence, Communication Program Northwestern Qatar | Education City T +974 4454 5232 | M +974 3345 4992 [cid:image001.png@01DB0DA7.8D0D9A20]

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Third Call for Papers: NLPAICS'2026 – NLP & AI for Cyber Security (11-12 June, Alicante, Spain)
by ernesto.estevanell＠ua.es 30 Jan '26

30 Jan '26

Second International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security (NLPAICS'2026) University of Alicante, Alicante, Spain 11 and 12 June 2026 https://nlpaics2026.gplsi.es/ Third Call for Papers Recent advances in Natural Language Processing (NLP), Deep Learning and Large Language Models (LLMs) have resulted in improved performance of applications. In particular, there has been a growing interest in employing AI methods in different Cyber Security applications. In today's digital world, Cyber Security has emerged as a heightened priority for both individual users and organisations. As the volume of online information grows exponentially, traditional security approaches often struggle to identify and prevent evolving security threats. The inadequacy of conventional security frameworks highlights the need for innovative solutions that can effectively navigate the complex digital landscape to ensure robust security. NLP and AI in Cyber Security have vast potential to significantly enhance threat detection and mitigation by fostering the development of advanced security systems for autonomous identification, assessment, and response to security threats in real time. Recognising this challenge and the capabilities of NLP and AI approaches to fortify Cyber Security systems, the Second International Conference on Natural Language Processing (NLP) and Artificial Intelligence (AI) for Cyber Security (NLPAICS'2026) continues the tradition from NLPAICS'2024 to be a gathering place for researchers in NLP and AI methods for Cyber Security. We invite contributions that present the latest NLP and AI solutions for mitigating risks in processing digital information. Conference topics The conference invites submissions on a broad range of topics related to the employment of NLP and AI (and in general, language studies and models) for Cyber Security, including but not limited to: _Societal and Human Security and Safety_ * Content Legitimacy and Quality * Detection and mitigation of hate speech and offensive language * Fake news, deepfakes, misinformation and disinformation * Detection of machine-generated language in multimodal context (text, speech and gesture) * Trust and credibility of online information * User Security and Safety * Cyberbullying and identification of internet offenders * Monitoring extremist fora * Suicide prevention * Clickbait and scam detection * Fake profile detection in online social networks * Technical Measures and Solutions * Social engineering identification, phishing detection * NLP for risk assessment * Controlled languages for safe messages * Prevention of malicious use of ai models * Forensic linguistics * Human Factors in Cyber Security _Speech Technology and Multimodal Investigations for Cyber Security_ * Voice-based security: Analysis of voice recordings or transcripts for security threats * Detection of machine-generated language in multimodal context (text, speech and gesture) * NLP and biometrics in multimodal context _Data and Software Security_ * Cryptography * Digital forensics * Malware detection, obfuscation * Models for documentation * NLP for data privacy and leakage prevention (DLP) * Addressing dataset "poisoning" attacks _Human-Centric Security and Support_ * Natural language understanding for chatbots: NLP-powered chatbots for user support and security incident reporting * User behaviour analysis: analysing user-generated text data (e.g., chat logs and emails) to detect insider threats or unusual behaviour * Human supervision of technology for Cyber Security _Anomaly Detection and Threat Intelligence_ * Text-Based Anomaly Detection * Identification of unusual or suspicious patterns in logs, incident reports or other textual data * Detecting deviations from normal behaviour in system logs or network traffic * Threat Intelligence Analysis * Processing and analysing threat intelligence reports, news, articles and blogs on latest Cyber Security threats * Extracting key information and indicators of compromise (IoCs) from unstructured text _Systems and Infrastructure Security_ * Systems Security * Anti-reverse engineering for protecting privacy and anonymity * Identification and mitigation of side-channel attacks * Authentication and access control * Enterprise-level mitigation * NLP for software vulnerability detection * Malware Detection through Code Analysis * Analysing code and scripts for malware * Detection using NLP to identify patterns indicative of malicious code _Financial Cyber Security_ * Financial fraud detection * Financial risk detection * Algorithmic trading security * Secure online banking * Risk management in finance * Financial text analytics _Ethics, Bias, and Legislation in Cyber Security_ * Ethical and Legal Issues * Digital privacy and identity management * The ethics of NLP and speech technology * Explainability of NLP and speech technology tools * Legislation against malicious use of AI * Regulatory issues * Bias and Security * Bias in Large Language Models (LLMs) * Bias in security related datasets and annotations _Datasets and resources for Cyber Security Applications_ _Specialised Security Applications and Open Topics_ * Intelligence applications * Emerging and innovative applications in Cyber Security _Special Theme Track - Future of Cyber Security in the Era of LLMs and Generative AI_ NLPAICS 2026 will feature a special theme track with the goal of stimulating discussion around Large Language Models (LLMs), Generative AI and ensuring their safety. The latest generation of LLMs, such as ChatGPT, Gemini, DeepSeek, LLAMA and open-source alternatives, has showcased remarkable advancements in text and image understanding and generation. However, as we navigate through uncharted territory, it becomes imperative to address the challenges associated with employing these models in everyday tasks, focusing on aspects such as fairness, ethics, and responsibility. The theme track invites studies on how to ensure the safety of LLMs in various tasks and applications and what this means for the future of the field. The possible topics of discussion include (but are not limited to) the following: * Detection of LLM-generated language in multimodal context (text, speech and gesture) * LLMs for forensic linguistics * Bias in LLMs * Safety benchmarks for LLMs * Legislation against malicious use of LLMs * Tools to evaluate safety in LLMs * Methods to enhance the robustness of language models Submissions and Publication NLPAICS welcomes high-quality submissions in English, which can take two forms: * Regular long papers: These can be up to eight (8) pages long, presenting substantial, original, completed, and unpublished work. * Short (poster) papers: These can be up to four (4) pages long and are suitable for describing small, focused contributions, ongoing research, negative results, system demonstrations, etc. Short papers will be presented as part of a poster session. The conference will not consider and evaluate abstracts only. Accepted papers, including both long and short papers, will be published as e-proceedings with ISBN will be available online on the conference website at the time of the conference and are expected to be uploaded into the ACL Anthology. To prepare your submission, please make sure to use the NLPAICS 2026 style files available here: LaTeX: NLPAICS_2026_LaTeX.zip [1] Overleaf: https://www.overleaf.com/read/sgwmrzbmjfhc#aeea77 Word: https://nlpaics2026.gplsi.es/wp-content/uploads/2025/11/NLPAICS2026_Proceed… Papers should be submitted through Softconf/START using the following link: https://softconf.com/p/nlpaics2026/user/ The conference will feature a student workshop, and awards will be offered to the authors of best papers. Important dates * Submissions due: 16 March 2026 * Reviewing process: 1 April - 30 April 2026 * Notification of acceptance: 5 May 2026 * Camera-ready due: 19 May 2026 * Conference camera-ready proceedings ready 1 June 2026 * Conference: 11-12 June 2026 Organisation Conference Chairs Ruslan Mitkov (University of Alicante) Rafael Muñoz (University of Alicante) Programme Committee Chairs Elena Lloret (University of Alicante) Tharindu Ranasinghe (Lancaster University) Publication Chair Ernesto Estevanell (University of Alicante) Sponsorship Chair Andres Montoyo (University of Alicante) Student Workshop Chair Salima Lamsiyah (University of Luxembourg) Best Paper Award Chair Saad Ezzini (King Fahd University of Petroleum & Minerals) Publicity Chair Beatriz Botella (University of Alicante) Social Programme Chair Alba Bonet (University of Alicante) Venue The Second International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security (NLPAICS'2026) will take place at the University of Alicante and is organised by the University of Alicante GPLSI research group. Further information and contact details The follow-up calls will list keynote speakers and members of the programme committee once confirmed. The conference website is https://nlpaics2026.gplsi.es/ and will be updated on a regular basis. For further information, please email nlpaics2026(a)dlsi.ua.es Registration will open in March 2026. Links: ------ [1] http://summer-school.gplsi.es/NLPAICS_2026_LaTeX.zip

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LCR 2026: Extension of abstract submission deadline
by alexandr.rosen＠ff.cuni.cz 30 Jan '26

30 Jan '26

The deadline for submitting abstracts to the Learner Corpus Research conference, due 16–19 September 2026 in Prague, Czech Republic (https://lcr2026.ff.cuni.cz), has been extended until 7 February 2026.

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The Annual ACM Conference on Intelligent User Interfaces (IUI 2026): Call for Participation
by Announce 30 Jan '26

30 Jan '26

*** Call for Participation *** The Annual ACM Conference on Intelligent User Interfaces (IUI 2026) March 23-26, 2026, 5* Coral Beach Hotel & Resort, Paphos, Cyprus https://iui.hosting.acm.org/2026/ (*** Early Registration Deadline: February 13, 2026 ***) The 2026 ACM Conference on Intelligent User Interfaces (ACM IUI) is the annual premier venue, where researchers and practitioners meet and discuss state-of-the-art advances at the intersection of Artificial Intelligence (AI) and Human-Computer Interaction (HCI). Ideal IUI submissions should address practical HCI challenges using machine intelligence and discuss both computational and human-centric aspects of such methodologies, techniques and systems. This year we had a record number of submissions, so we have a record number of accepted papers (114), a record number of posters and demos (53) and we hope for a record number of participants. Furthermore, we have 8 workshops and 5 tutorials. Finally, the technical program will feature two keynotes, by Antonio Kruger on the role of HCI in trusted A.I. and Pattie Maes on designing A.I. interaction for human flourishing. The detailed program of IUI 2026 can be found on the conference website: https://iui.acm.org/2026/program/ . The early registration deadline is on February 13th and the registration page is: https://iui.acm.org/2026/registration/ We are looking forward to meeting everybody in Paphos. Organisation General Chairs • Tsvi Kuflik, The University of Haifa, Israel • Styliani Kleanthous, Open University of Cyprus, Cyprus Local Organising Chair • George A. Papadopoulos, University of Cyprus, Cyprus Program Chairs • Li Chen, Hong Kong Baptist University, China • Giulio Jacucci, University of Helsinki, Finland • Alison Renner, Dataminr, USA

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Postdoc in "Authority Presuppositions in Human—AI Communication" project (University of Stuttgart)
by Agnieszka Faleńska 30 Jan '26

30 Jan '26

Dear all, I would like to draw your attention to the position announced below. We are searching for a postdoc or an advanced PhD student whose research interests align with the interdisciplinary focus of the project. The position requires: a background in NLP, including prior experience with prompting LLMs and data analysis, familiarity with key concepts in linguistics and formal pragmatics (e.g. presuppositions), enthusiasm for interdisciplinary research. The position is funded for 20 months and runs until the end of 2027. If you are interested, please submit a single PDF containing: a brief motivation letter outlining your research interests and connection to the APHIC project; a CV, including a publication list; contact information for one to two references. Applications should be sent to Agnieszka Faleńska (agnieszka.falenska at ims.uni-stuttgart.de). until February 13, 2026. The position will remain open until filled, so please feel free to get in touch even if you come across this call after February 13th. Best regards, Agnieszka Faleńska ——— Dear colleagues, We invite applications for a Postdoctoral Researcher position in the interdisciplinary project "Authority Presuppositions in Human—AI Communication" (APHIC) at the University of Stuttgart. The project is led by Dr. Agnieszka Faleńska [1] and Prof. Judith Tonhauser [2] under the IRIS-HISIT initiative. Project APHIC is part of the "Human-Intelligent Systems Interaction and Teaming" (IRIS-HISIT) programme [3] funded by the Ministry of Science, Research, and the Arts of Baden-Württemberg [4]. The project investigates authority presuppositions—implicit assumptions that an AI system has the expertise to deliver high-stakes advice (e.g., medical or legal). The project aims to (1) develop a theoretically grounded taxonomy of authority presuppositions, and (2) design and evaluate conversational repair strategies that maintain trust and informativeness while ensuring user safety. Position • Duration: 20 months • Earliest start: March 2026 • Salary: TV-L 13 (100%), see [5] for details • Environment: The researcher will be embedded in the IRIS community [6] and collaborate closely with colleagues at the Institute for Natural Language Processing [7] and the Institute of Linguistics [8]. Candidate Profile • PhD in computational linguistics or a related field • Familiarity with key concepts in linguistics and formal pragmatics, e.g. presuppositions • Experience in programming, prompting LLMs, and machine learning • Excellent communication skills and enthusiasm for interdisciplinary research • Proficiency in English (German not required) How to Apply Please submit one PDF containing: • a brief motivation letter outlining your research interests, • your CV with publication list • contact information for one to two references. Applications should be sent to: Agnieszka Faleńska (agnieszka.falenska at ims.uni-stuttgart.de <http://ims.uni-stuttgart.de/>). Applications received before 13th February 2026 will be given full consideration. The position will remain open until filled, so do not hesitate to get in touch when you find this opening after 13th of February. The University of Stuttgart would like to increase the proportion of women in the scientific field and is therefore particularly interested in applications from women. Severely disabled persons are given priority in the case of equal suitability. University of Stuttgart The University of Stuttgart is a technically oriented university in Germany. It is especially known for engineering and related topics, with its computer science department being ranked highly, both nationally and internationally. The city of Stuttgart is the capital of the state of Baden-Württemberg in southwest Germany. It is a lively and international city, known for its strong economy and rich culture. With Germany's high-speed train system, it is well-connected to many other interesting places, for instance, Munich and Cologne (~2.5 hours), Paris (~3.5 hours), Berlin (~5.5 hours), Strasbourg (<1.5 hours), and Lake of Constance (~2.5 hours). Links [1] www.ims.uni-stuttgart.de/en/institute/team/Falenska <http://www.ims.uni-stuttgart.de/en/institute/team/Falenska> [2] www.ling.uni-stuttgart.de/en/institute/team/Tonhauser/ <http://www.ling.uni-stuttgart.de/en/institute/team/Tonhauser/> [3] www.iris.uni-stuttgart.de/research/human-intelligent-systems-interaction-an… <http://www.iris.uni-stuttgart.de/research/human-intelligent-systems-interac…> [4] mwk.baden-wuerttemberg.de/de/startseite <http://mwk.baden-wuerttemberg.de/de/startseite> [5] oeffentlicher-dienst.info/c/t/rechner/tv-l/west?id=tv-l-2025 <http://oeffentlicher-dienst.info/c/t/rechner/tv-l/west?id=tv-l-2025> [6] www.iris.uni-stuttgart.de/ <http://www.iris.uni-stuttgart.de/> [7] www.ims.uni-stuttgart.de <http://www.ims.uni-stuttgart.de/> [8] www.ling.uni-stuttgart.de <http://www.ling.uni-stuttgart.de/>

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Webinar by: Henning Wachsmuth (Leibniz University Hannover)
by HiTZ Zentroa 30 Jan '26

30 Jan '26

**** We apologize for the multiple copies of this email. In case you are already registered to the next webinar, you do not need to register again. **** ------------------------------------- Dear colleague, We are happy to announce the next webinar in the Language Technology webinar series organized by The HiTZ Chair of Artificial Intelligence and Language Technology (https://hitz.eus/katedra). We are organizing one seminar every month. Next webinar: Speaker: Henning Wachsmuth (Leibniz University Hannover) Title: Toward Argumentative Large Language Models Date: Thursday, February 5, 2026 - 15:00 Summary: Today's large language models (LLMs) are optimized toward giving helpful answers in response to prompts. In many situations, however, it may be preferable for an LLM to foster critical thinking rather than just following an instruction. While recent LLMs are said to 'reason', they barely build on established reasoning concepts known from argumentation theory. In this talk, I will give insights into recent efforts of my group in making LLMs more argumentative. Starting from basics of LLM training processes, I will present how to specialize LLMs for argumentation tasks via instruction fine-tuning as well as how to align the arguments they generate using reinforcement learning. From there, I will give an outlook on how to improve the actual reasoning capabilities of LLMs. Bio: Henning Wachsmuth leads the Natural Language Processing Group at the Institute of Artificial Intelligence of Leibniz University Hannover. After receiving his PhD from Paderborn University in 2015, he worked as a PostDoc at Bauhaus-Universität Weimar and as a junior professor in Paderborn, before he became a full professor in Hannover in 2022. His group does basic research on large language models for computational argumentation, social bias detection and mitigation, as well as explainable and educational NLP. Henning's main research interests include the generation of audience-aware text, the assessment of pragmatic text quality, and the modeling of bias and framing. Registration: https://www.hitz.eus/webinar_izenematea Upcoming webinars: José Andrés González-López (March 5) Ranjay Krishna (April 16) Barbara Plank (May 7) You can view the videos of previous webinars and the schedule for upcoming webinars here: http://www.hitz.eus/webinars If you cannot attend this seminar, but you want to be informed of the following HiTZ webinars, please complete this registration form instead: http://www.hitz.eus/webinar_info Best wishes, The HiTZ Chair of Artificial Intelligence and Language Technology P.S: HiTZ will not grant any type of certificate for attendance at these webinars.

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2nd CfP DeTermIt! Workshop @ LREC 2026
by Giorgio Maria Di Nunzio 29 Jan '26

29 Jan '26

[apologies for cross posting] DeTermIt! Workshop @ LREC 2026 Second Workshop on Evaluating Text Difficulty in a Multilingual Context Location: Palau de Congressos de Palma, Palma de Mallorca (Spain) ##################### Second Call for Papers Schedule - Paper submissions: 23 February 2026 - Notification of acceptance: 13 March 2026 - Camera-ready due: 30 March 2026 - Workshop: one of 11, 12, or 16 May 2026 (half-day) All deadlines are 11:59PM UTC-12:00 AoE (“Anywhere on Earth”) For more information, please visit: Website: https://determit2026.dei.unipd.it/ ##################### In today’s interconnected world, where information dissemination knows no linguistic bounds, it is crucial to ensure that knowledge is accessible to diverse audiences, regardless of language proficiency and domain expertise. Automatic Text Simplification (ATS) and text difficulty assessment are central to this goal, especially in the age of Large Language Models (LLMs) and Generative AI (GenAI), which increasingly mediate access to information. The second edition of the DeTermIt! workshop focuses on the evaluation and modeling of text difficulty in multilingual, terminology-rich contexts, with a particular emphasis on the interaction between: - text simplification, - terminology and conceptual complexity, and - LLM/GenAI-based generation and rewriting. The 2026 edition builds on the first DeTermIt! workshop held at LREC-COLING 2024 (https://determit2024.dei.unipd.it/), as well as related initiatives such as the CLEF SimpleText track (https://simpletext-project.com/), which provides reusable data and benchmarks for scientific text summarization and simplification. DeTermIt! 2026 aims to bring together researchers and practitioners interested in terminology-aware simplification, lexical and conceptual difficulty, and evaluation protocols for GenAI systems. We welcome contributions that address theoretical, methodological, and applied aspects of text difficulty, including resource creation and evaluation (e.g., corpora, datasets, and benchmarks), with a focus on how linguistic complexity, specialized terminology, and domain knowledge interact with human understanding. In particular, we encourage work that explores how LLMs and GenAI can be evaluated, constrained, or guided to produce readable, faithful, and accessible texts. ##################### Topics of Interest ##################### We invite submissions on (but not limited to) the following themes: 1. Theoretical and Modeling Perspectives - Cognitive and linguistic models of text and lexical complexity. - Multilingual readability and text difficulty prediction. - Modeling conceptual difficulty and domain-specific terminology. - Theoretical connections between lexicography, terminology, and text simplification. 2. Terminology and Conceptual Complexity - Identification and classification of specialized terms and concepts. - Estimation of term difficulty for lay readers and second language learners. - Use of terminological databases, ontologies, and knowledge graphs in simplification pipelines. - Methods for adapting domain-specific terminology for accessible communication (e.g., in medicine, law, technology). 3. Generative and Explainable AI for Text Simplification - LLM- and GenAI-based approaches to text simplification and paraphrasing. - Terminology-Augmented Generation (TAG) and term-preserving simplification. - Evaluation of GenAI outputs: readability, factuality, terminology fidelity, and hallucination analysis. - Readability-controlled or difficulty-controlled generation; controllable simplification. - Human-centered and explainable approaches to text accessibility in GenAI systems. 4. Resources, Benchmarks, and Evaluation Frameworks - Corpora, annotation schemes, and benchmarks for text difficulty and simplification. - Datasets and methods for evaluating terminology-aware simplification and explanation. - FAIR and reusable resources for multilingual text accessibility. - Evaluation protocols and metrics for cross-lingual and cross-domain simplification and GenAI-based rewriting. 5. Applications and Case Studies - Domain-specific simplification (e.g., healthcare, legal, scientific communication). - Tools and systems for educational settings, language learning, or accessible communication. - User studies, human evaluation setups, and mixed-method approaches to assessing text difficulty and GenAI-assisted simplification. - Industrial and real-world experiences with integrating ATS and terminology into LLM-driven workflows. ##################### Submission Guidelines ##################### We invite original contributions, including research papers, case studies, negative results, and system demonstrations. When submitting a paper through the START system of LREC 2026, authors will be asked to provide essential information about language resources (in a broad sense: data, tools, services, standards, evaluation packages, etc.) that have been used for the work described in the paper or are a new result of the research. ELRA strongly encourages all authors to share the resources described in their papers to support reproducibility and reusability. Papers must be compliant with the stylesheet adopted for the LREC 2026 Proceedings (see https://lrec2026.info/authors-kit/). The workshop proceedings will be published in the LREC 2026 workshop proceedings. PAPER TYPES We accept three types of submissions: - Regular long papers – up to eight (8) pages of content, presenting substantial, original, completed, and unpublished work. - Short papers – up to four (4) pages of content, describing smaller focused contributions, work in progress, negative results, or system demonstrations. - Position papers – up to eight (8) pages of content, discussing key open challenges, methodological issues, and cross-disciplinary perspectives on text difficulty, terminology, and GenAI. References do not count toward the page limits. ##################### Organizers ##################### Chairs Giorgio Maria Di Nunzio, University of Padua, Italy Federica Vezzani, University of Padua, Italy Liana Ermakova, Université de Bretagne Occidentale, France Hosein Azarbonyad, Elsevier, The Netherlands Jaap Kamps, University of Amsterdam, The Netherlands Scientific Committee Florian Boudin - Nantes University, France Lynne Bowker - University of Ottawa, Canada Sara Carvalho - Universidade NOVA de Lisboa / Universidade de Aveiro, Portugal Rute Costa - Universidade NOVA de Lisboa, Portugal Eric Gaussier - University Grenoble Alpes, France Natalia Grabar - CNRS, France Ana Ostroški Anić - Institute of Croatian Language and Linguistics, Croatia Tatiana Passali - Aristotle University of Thessaloniki Grigorios Tsoumakas - Aristotle University of Thessaloniki Sara Vecchiato - University of Udine, Italy Cornelia Wermuth - KU Leuven, Belgium ##################### Contact ##################### For inquiries, please contact: giorgiomaria.dinunzio(a)unipd.it <mailto:giorgiomaria.dinunzio@unipd.it>

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CfP: 9th Workshop on the Use of Computational Methods in the Study of Endangered Languages (ComputEL-9)
by Antti Arppe 29 Jan '26

29 Jan '26

ComputEL-9: Ninth Workshop on the Use of Computational Methods in the Study of Endangered Languages First CALL FOR PAPERS for REGULAR SESSION Submission deadline: March 20, 2026 Submission link: https://softconf.com/acl2026/ComputEL2026 ComputEL-9 will be co-located with ACL 2026 in San Diego, California. We encourage submissions that explore the interface and intersection of computational linguistics, documentary linguistics, and community-based efforts in language revitalization and reclamation. This includes submissions that: (i) demonstrate new methods or technologies for tasks or applications focused on low-resource settings, and in particular, endangered languages, (ii) examine the use of specific methods in the analysis of data from low-resource languages, or demonstrate new methods for analysis of such data, oriented toward the goals of language reclamation and revitalization, (iii) propose new models for the collection, management, and mobilization of language data in community settings, with attention to e.g. issues of data sovereignty and community protocols, (iv) explore concrete steps for a more fruitful interaction among computer scientists, documentary linguists, and language communities. IMPORTANT DATES 20-Mar-2026 Deadline for submissions 1-May-2026 Notification of Acceptance Early May Camera-ready papers due (Exact date TBD by ACL) July 3 or 4 Workshop (Exact date TBD by ACL) PRESENTATIONS Presentation of accepted papers will be in both oral sessions and a poster session. The decision on whether a presentation for a paper will be oral and/or poster will be made by the Organizing Committee on the advice of the Program Committee, taking into account the subject matter and how the content might be best conveyed. Oral and poster presentations will not be distinguished in the Proceedings. SUBMISSIONS In line with our goal of reaching multiple overlapping communities, authors can submit to one of the workshop’s tracks: (a) language community perspective and (b) academic perspective. All submissions must be anonymous following ACL guidelines and will be peer-reviewed by the scientific Program Committee. PROCEEDINGS The authors of selected accepted full papers (long or short) will be invited by the Organizing Committee to submit their papers for online publication via the open-access ACL Anthology. Final versions of long and short papers will be allotted one additional page (altogether 5 and 9 pages) excluding references. Proceedings papers should be revised and improved versions of the work that was submitted for, and which underwent, review. Any revisions should concern responses to reviewer comments or the addition of relevant details and clarifications, but not entirely new, unreviewed content. ADDITIONAL AND CONTACT INFORMATION Please see the ComputEL-9 website for further information: https://computel-workshop.org/computel-9/ Email for Organizing Committee: computel.workshop(a)gmail.com -- ====================================================================== Antti Arppe - Ph.D (General Linguistics), M.Sc. (Engineering) Professor of Quantitative Linguistics Director, Alberta Language Technology Lab (ALTLab) Project Director, 21st Century Tools for Indigenous Languages (21C) Department of Linguistics, University of Alberta Algonquian Studies Association - Secretary-Treasurer E-mail: arppe(a)ualberta.ca, antti.arppe(a)iki.fi WWW: www.ualberta.ca/~arppe, altlab.ualberta.ca Mānahtu ina rēdûti ihza ummânūti ihannaq - dulum ugulak úmun ingul ----------------------------------------------------------------------

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ACM ICMI 2026: Call for Papers
by Gualtiero Volpe 29 Jan '26

29 Jan '26

ICMI 2026 CALL FOR PAPERS ============================================ 5-9 October 2026, Napoli - Italy https://icmi.acm.org/2026/ ============================================ The 28th International Conference on Multimodal Interaction (ICMI 2026) will be held in Napoli, Italy. ICMI is the premier international forum for advancing research at the intersection of multimodal artificial intelligence (AI) and social interaction to create technically innovative, effective, and human-centered multimodal interactive systems. A unique aspect of ICMI is its multidisciplinary nature, bringing together research in AI, multimodal data processing, human-machine, and human-human interaction to bridge behavioral understanding with technology, with an eye towards impactful applications that benefit people and society. Novelty will be evaluated along two dimensions: scientific novelty and technical novelty. Accepted papers at ICMI 2026 must demonstrate novelty in at least one of these two dimensions. The theme of this year's conference is "Context and Cultural Awareness for Multimodal Interaction", to explore how context and cultural factors influence multimodal interaction systems, including their design, implementation, and evaluation. We welcome papers that address the integration of contextual understanding, such as environmental, social, and emotional factors, into multimodal interaction systems. We also encourage contributions that explore cultural considerations in the development and deployment of interactive technologies. Topics of interest include, but are not limited to: * Affective computing and interaction * User-adaptive systems * Cognitive modelling and multimodal interaction * Context-aware modelling * Cross-cultural design and evaluation * Gesture, touch, and haptics * Healthcare, assistive technologies * Human communication dynamics * Human-robot/agent multimodal interaction * Human-centred AI and ethics * Interaction with a smart environment * Machine learning for multimodal interaction * Mobile and wearable multimodal systems * Multimodal behaviour generation * Multimodal datasets and validation * Multimodal dialogue modeling * Multimodal fusion and representation * Multimodal interactive applications * Novel multimodal datasets * Spoken/visual behaviours in social interaction * System components and multimodal platforms * Virtual/augmented reality and multimodal interaction Commitment to ethical conduct is mandatory, and submissions must adhere to ethical standards, in particular when human-derived data are employed. Authors are encouraged to consult the ACM Code of Ethics and Professional Conduct (https://ethics.acm.org/). *** Important Dates Abstract deadline April 13, 2026 Paper Submission April 20, 2026 Rebuttal Period June 1, 2026 Paper notification July 6, 2026 Camera-ready paper July 23, 2026 Presenting at the main conference October 6-8, 2026 *** ACM Publication Policies ACM's New Open Access Publishing Model. Starting January 1, 2026, ACM will fully transition to Open Access. All ACM publications, including those from ACM-sponsored conferences, will be 100% Open Access. Authors will have two primary options for publishing Open Access articles with ACM: the ACM Open institutional model or by paying Article Processing Charges (APCs). With over 1,800 institutions already part of ACM Open, the majority of ACM-sponsored conference papers will not require APCs from authors or conferences (currently, around 70-75%). Authors from institutions not participating in ACM Open will need to pay an APC to publish their papers, unless they qualify for a financial or discretionary waiver. To find out whether an APC applies to your article, please consult the list of participating institutions in ACM Open and review the APC Waivers and Discounts Policy. Keep in mind that waivers are rare and are granted based on specific criteria set by ACM. Understanding that this change could present financial challenges, ACM has approved a temporary subsidy for 2026 to ease the transition and allow more time for institutions to join ACM Open. The subsidy will offer: * $250 APC for ACM/SIG members * $350 for non-members This represents a 65% discount, funded directly by ACM. Authors are encouraged to help advocate for their institutions to join ACM Open during this transition period. This temporary subsidized pricing will apply to all conferences scheduled for 2026, including ICMI.

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2nd Call for Papers: LREC 2026 Workshop on Learning Non-Literal Expressions with Small Data (NLE 2026)
by Valia Kordoni 28 Jan '26

28 Jan '26

Workshop on Learning Non-Literal Expressions with Small Data (NLE 2026) To be held in conjunction with LREC 2026, Palma de Mallorca, Spain on 11 May 2026. Website: https://sites.google.com/view/nle2026/home Overview Non-Literal Expressions (NLEs) in natural language are a reflection of fundamental cognitive processes such as analogical reasoning and categorisation, and are deeply rooted in everyday communication. NLEs understanding is therefore an essential task for language modeling. This task is especially challenging because it cannot be tackled by falling back on individual word meanings, but requires taking into account larger chunks of surrounding text or even contextual information. At the same time, it is important because the reliable processing of NLEs is relevant for optimizing downstream tasks like translation and summarization. This workshop focuses on understanding of Non-Literal Expressions. While most of the earlier work on NLEs had been devoted to metaphor and metonymy, recent activities target other forms of NLEs as well, e.g., hyperbole (deliberate exaggeration), litotes (understatement), rhetorical questions, and irony. Humanly annotated corpora for NLEs have very recently started becoming available to the research community and may serve as the basis for data-driven approaches to NLEs processing, with the interrelated goals of first identifying and then interpreting such expressions. Such data is mostly of high linguistic quality, but still very limited in size. Thus, the workshop’s focus is on adaptation of Language Models (LMs) and Deep Learning (DL) for processing of Non-Literal Expressions with limited high-quality data, since such constructs still pose big identification and processing challenges in natural language analysis tasks. Topics of Interest We are interested in contributions which focus on the use of techniques like self-training for leveraging unlabelled data, as well as in work that focuses on the incorporation of external linguistic resources and knowledge injection to enrich features, and also in research that describes work on utilisation of multitask learning with the aim to benefit from related tasks. The workshop also wants to discuss alternative approaches which may elaborate on the use of pre-trained Language Models (LMs) as a foundation and the application of techniques like contrastive learning and clustering to identify challenging examples within the data, the ultimate aim of the workshop being to highlight the necessity of high-quality data, as well as cross-lingual datasets. Invited Speakers - Barbara Plank, LMU Munich - Debanjan Ghosh, Princeton, USA Further details and info on the invited talks will be announced shortly. Submission Guidelines Papers must be submitted electronically through Softconf, using the following link: https://softconf.com/lrec2026/NLE2026/ Submissions should: • Be 4–8 pages, excluding references and optional Ethics Statements • Follow the LREC 2026 style guidelines, available on the conference website: https://lrec2026.info/authors-kit/ • Use templates provided here: https://lrec2026.info/calls/second-call-for-papers/ Authors will be asked to supply information on any language resources (broadly defined — data, tools, standards, evaluation sets, etc.) used in or resulting from their work. ELRA strongly encourages sharing such resources to support reproducibility and reuse. Accepted papers will appear in the workshop proceedings. Presentation format (oral/poster) will be based solely on how best to communicate the work. Important Dates • 20 February 2026 — Submission Deadline • 11 March 2026 — Notification of Acceptance • 28 March 2026 — Camera-ready Papers Due Endorsements The workshop is endorsed by: Collaborative Research Centre 1412 "REGISTER" funded by the DFG Deutsche Forschungsgemeinschaft (German Research Foundation) Programme Committee - Beata Beigman Klebanov, ETS, USA - Maria Berger, Ruhr-Universität Bochum, Germany - Yuri Bizzoni, Aarhus University, Denmark - Kenneth Church, VecML Inc., USA - Stefanie Dipper, Ruhr-Universität Bochum, Germany - Markus Egg, Humboldt-Universität zu Berlin, Germany - Anna Feldman, Montclair State University, USA - Debanjan Ghosh, Princeton, USA - Valia Kordoni, Humboldt-Universität zu Berlin, Germany - Emmy Liu, CMU, USA - Petya Osenova, Sofia University “St. Kl. Ohridski”, Bulgaria - Sebastian Padó, IMS Stuttgart, Germany - Gudrun Reijnierse, Vrije Universiteit Amsterdam, The Netherlands - Sebastian Reimann, Ruhr-Universität Bochum, Germany - Adam Roussel, Ruhr-Universität Bochum, Germany - Tatjana Scheffler, Ruhr-Universität Bochum, Germany - Vered Shwartz, The University of British Columbia, Canada - Caroline Sporleder, Georg-August-Universität Göttingen, Germany - Egon Stemle, EURAC, Italy Organizers • Markus Egg — Humboldt-Universität zu Berlin, Germany • Valia Kordoni - Humboldt-Universität zu Berlin, Germany Contact: kordonie at rz.hu-berlin.de

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Postdoctoral and PhD Opportunities (University of Vienna)
by Benjamin Roth 28 Jan '26

28 Jan '26

Postdoctoral and PhD Opportunities in NLP, Explainable AI & Digital Humanities University of Vienna — Deadline: 2 March 2026 The University of Vienna is currently advertising postdoctoral and doctoral positions across multiple faculties. Within two of these calls, I am available as host / supervisor for projects in NLP, explainable AI, and language-centered AI research. Selection is carried out by independent committees. (A) Postdoctoral positions — E-STEEM Programme (STEM faculties) Deadline: 2 March 2026 Eligibility: Women applicants only (programme rule) Within the university-wide E-STEEM programme, I am available as a host for postdoctoral projects in Natural Language Processing and Explainable AI, with a focus on interpretability, human-centered evaluation, and responsible language technologies. A typical candidate profile would include prior publications in leading NLP venues (e.g. ACL, EMNLP, NAACL or closely related conferences). Projects hosted in my group would be embedded in an active NLP research environment with strong mentorship, modern compute infrastructure, and support for developing an independent research profile. Programme information (Faculty of Computer Science): https://careers.univie.ac.at/en/postdoc/e-steem/faculty-of-computer-science Pre-application contact: nlp.datamining(a)univie.ac.at (subject: E-STEEM – pre-application inquiry) (B) PhD positions — Philological & Cultural Studies Deadline: 2 March 2026 The Faculty of Philological and Cultural Studies is advertising doctoral positions within its humanities-focused doctoral programmes. Within this call, I am available to supervise PhD projects in Philological and Cultural Studies that draw on methods from linguistics, Digital Humanities, and AI. Possible project directions, where there is thematic overlap with my research, include explainability of AI systems, linguistic and human-centered perspectives on language technologies, and computational approaches to cultural and historical language data. Programme information: https://careers.univie.ac.at/en/praedoc/praedoc-ssh/ds-of-philological-and-… Pre-application contact: nlp.datamining(a)univie.ac.at (subject: PhD PhilKult – pre-application inquiry) About me / research context: https://www.benjaminroth.net/ -- Univ.-Prof. Dr. Benjamin Roth Digitale Textwissenschaften Universität Wien Kolingasse 14 Raum 5.17 1090 Wien email: benjamin.roth(a)univie.ac.at tel: +43 14277 79513 virtual coffee (Tuesday 2pm CEST): https://www.benjaminroth.net/virtual_coffee video call: https://univienna.zoom.us/j/93796507934?pwd=VFg5dW9JbStPUml6WFVtOWJXV3phQT09 web: https://dm.cs.univie.ac.at/team/person/112089/

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3rd CfP and Deadline Extension: OSACT 7 Workshop @ LREC 2026
by Saad Ezzini 28 Jan '26

28 Jan '26

OSACT 2026 Workshop, Third Call for Papers 11 May 2026, Palma de Mallorca, Spain https://osact-lrec.github.io Hosted by LREC 2026 https://lrec2026.info/ Workshop Description The Open-Source Arabic Corpora and Processing Tools (OSACT) workshop series provides a forum for researchers, practitioners, and students in computational linguistics (CL), natural language processing (NLP), and information retrieval (IR) to share and discuss ongoing work on Arabic language resources and technologies. While Arabic remains comparatively resource-poor in relation to English, recent years have seen the emergence of large, freely available classical and Modern Standard Arabic (MSA) corpora, as well as dialectical corpora and processing tools. Now in its seventh edition, OSACT7 takes an important step forward by celebrating this milestone with seven shared tasks, each addressing timely challenges in Arabic NLP and reflecting broader themes relevant to NLP research in general. OSACT7 builds on its long-standing commitment to open-source contributions that advance accessibility, reproducibility, and fairness, and this year it places inclusivity at the heart of its mission. A key focus is to recognize and support minority dialects and underrepresented varieties of Arabic, ensuring that diverse linguistic voices and resources are not only acknowledged but actively valued within the community. The workshop will cover general topics in CL, NLP, and IR, with special emphasis on Large Language Models (LLMs) and Generative AI, including pre-trained Arabic language models, corpus design and evaluation, and annotated corpora for tasks such as named entity recognition, machine translation, sentiment analysis, and text classification. Additional areas of focus include crowdsourcing for data annotation, tools for language education, tokenization, normalisation, morphological analysis, part-of-speech tagging, dialect identification and translation, fake news detection, and web and social media analytics. Methodologies for resource creation and annotation, knowledge extraction, ontologies, terminology, knowledge representation, and integration with the Semantic Web (e.g. Linked Data, Knowledge Graphs) will also be explored. Workshop Topics The workshop welcomes (including but not limited to) topics in the following areas: A) Language Resources: · Pre-trained Arabic language models. · Surveys and evaluations of existing Arabic corpora and their associated processing tools. · Development and release of new annotated corpora for NLP and IR tasks such as named entity recognition, machine translation, sentiment analysis, text classification, and language learning. · Assessing the effectiveness of crowdsourcing platforms for Arabic data annotation. · Arabic text and speech processing toolkits. B) Tools and Technologies: · Language education, including first (L1) and second (L2) language learning applications. · Pre-training & fine-tuning approaches for Arabic. · Tokenization, normalisation, segmentation, morphology, and POS tagging. · Sentiment analysis, dialect ID, \& classification. · Web and social media analytics. · Arabic LRs for text, speech, sign, gesture, image, & multimodal data. · Best practices for LR interoperability. · Construction and annotation of LRs. · Knowledge extraction, acquisition, and representation. · Ontologies, terminology, and frameworks. · LRs and the Semantic Web (Linked Data, Knowledge Graphs). · Data contamination, synthetic data, and quality issues. Important Dates · Feb 25 Feb 18, 2026: Paper submission deadline · March 23, 2026 Notification of acceptance · March 30, 2026: Camera-ready deadline · May 11, 2026: Workshop Date Submission Instructions We invite submissions on topics of interest between 4 and 8 pages of content. The page limit of 8 pages does not include acknowledgements, references, potential Ethics Statements and discussion on Limitations in line with the policy of the main LREC conference. All submissions must follow the LREC stylesheet (https://lrec2026.info/authors-kit/). All submissions are double-blind. Any submissions which are not-anonymised, over-length, poorly formatted or make excessive use of appendices to circumvent page limits are liable to desk-rejection. At the time of submission, authors are offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map (https://lremap.elra.info/), which provides metadata for the resource. Organizing Committee * Hend Al-Khalifa, Professor, King Saud University, Riyadh, Saudi Arabia, hendk(a)ksu.edu.sa<mailto:hendk@ksu.edu.sa> * Mo El-Haj, Reader, VinUniversity, Vietnam, Lancaster University, UK, elhaj.m(a)vinuni.edu.vn<mailto:elhaj.m@vinuni.edu.vn> * Saad Ezzini, Assistant Professor, King Fahd University of Petroleum and Minerals (KFUPM), Saudi Arabia, saad.ezzini(a)kfupm.edu.sa<mailto:saad.ezzini@kfupm.edu.sa> Dr. Saad Ezzini Assistant Professor, King Fahd University of Petroleum and Minerals (KFUPM) Saudi Arabia ezzini.me<http://ezzini.me> ********************************************************************** DISCLAIMER: The information in this email and its attachments (if any) is intended for the addressee only and may contain confidential or privileged information. If you are not the intended recipient, please delete the email and its attachments from your system and notify the sender immediately. You should not retain, disclose, copy, or use this email or any of its contents for any purpose, nor disclose its contents to any other person. KFUPM is not responsible for changes made to this message after it was sent. Statements and opinions expressed in this e-mail are those of the sender, and do not necessarily reflect those of KFUPM. KFUPM is not liable for any effect or virus damage caused by this message. إن المعلومات الواردة في هذا البريد الإلكتروني ومرفقاته إن وجدت، قد تكون خاصة أو سرية؛ فإذا لم تكن المقصود بهذه الرسالة؛ فيُرجى منك حذفها ومرفقاتها من نظامك وإخطار المرسل بخطأ وصولها إليك فورا. كما لا يجوز نسخ أي جزء منها أو مرفقاتها ، أو الإفصاح عن محتوياتها لأي شخص أو استعمالها لأي غرض آخر. إن جامعة الملك فهد للبترول والمعادن لا تتحمل مسؤولية التغييرات التي يتم إجراؤها على هذه الرسالة بعد إرسالها. وإن البيانات أو الآراء المعبر عنها في هذا البريد، هي بيانات تخص مُرسلها، ولا تعكس بالضرورة رأي وبيانات الجامعة. كما لا تتحمل الجامعة مسؤولية أي تأثير ينتج عن هذه الرسالة أوعن أي فيروس قد تحمله.

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Second CfP Seventh Workshop on Resources for African Indigenous Languages (RAIL)@LREC
by Menno Van Zaanen 28 Jan '26

28 Jan '26

Second Call for Papers Seventh Workshop on Resources for African Indigenous Languages (RAIL) Co-located with LREC 2026 RAIL Workshop date: 12 May 2026 RAIL website: https://sadilar.org/en/seventh-workshop-on-resources-for-african-indigenous… Submission link for the RAIL workshop: https://softconf.com/lrec2026/RAIL2026/ LREC Conference dates: 11-16 May 2026 LREC website: https://www.elra.info/lrec2026/ Venue: Palau de Congressos de Palma, Palma de Mallorca (Spain) The Resources for African Indigenous Languages (RAIL) workshop provides an interdisciplinary platform for researchers working on resources such as data collections and annotations, Human Language Technologies (HLT) and Natural Language Processing (NLP) tools, and their applications, specifically targeted towards African indigenous languages. In particular, it aims to create the conditions for the emergence of a scientific community of practice that focuses on data, as well as computational linguistic tools specifically designed for or applied to indigenous languages found in Africa. The seventh Resources for African Indigenous Languages (RAIL) workshop will be co-located with the Language Resources and Evaluation Conference (LREC) 2026 in Palau de Congressos de Palma, Palma, Mallorca (Spain). Many African languages are under-resourced while only a few are considered to be somewhat better resourced. These languages often share interesting properties such as writing systems, making them different from most high-resourced languages. From a computational perspective, these languages lack enough corpora to undertake high level development of NLP and HLT tools, which in turn impedes the development of African languages in these areas. During previous workshops, it was noted that the problems and solutions presented were not only applicable to African languages but were also relevant to many other low-resource languages across the world. Because these languages share similar challenges, this workshop provides researchers with opportunities to work collaboratively on issues of language resource development and learn from each other. The RAIL workshop has several aims. First, the workshop brings together researchers who work on African indigenous languages, forming a community of practice for people working on indigenous languages. Second, the workshop aims to reveal currently unknown or unpublished existing resources (corpora, NLP tools, and applications), resulting in a better overview of the current state-of-the-art, and also allows for discussions on novel, desired resources for future research in this area. Third, it enhances sharing of knowledge on the development of low-resource languages. Finally, it enables discussions on how to improve the quality as well as availability of the resources. The workshop theme is “Creating resources for less-resourced African languages”, but submissions on any topic related to properties of African indigenous languages (including related non-African languages) may be accepted. Suggested topics include (but are not limited to) the following: * Digital representations of linguistic structures * Descriptions of corpora or other data sets of African indigenous languages * Building resources for (under-resourced) African indigenous languages * Developing and using African indigenous languages in the digital age * Effectiveness of digital technologies for the development of African indigenous languages * Revealing unknown or unpublished existing resources for African indigenous languages * Developing desired resources for African indigenous languages * Improving quality, availability and accessibility of African indigenous language resources * Applications that make use of data collections of African indigenous languages Submission requirements: We invite papers on original, unpublished work related to the topics of the workshop. Submissions, presenting completed work, should adhere to the LREC conference requirements. These requirements are described in LREC’s authors kit: https://lrec2026.info/authors-kit/. The submission should be double blind and each submission should be between four and eight pages. Only oral papers should be submitted. The maximum number of pages excludes a compulsory ethics statement, discussion on limitations, and references and optional acknowledgements, as well as data and code availability statements if applicable. Appendices or supplementary material are allowed, but this information will not necessarily be taken into account during the review process. The submission link for the RAIL workshop: https://softconf.com/lrec2026/RAIL2026/ Authors are encouraged to upload their datasets to the SADiLaR repository: https://repo.sadilar.org/. In case of difficulties uploading the datasets, please reach out to Benito Trollip (benito.trollip(a)nwu.ac.za). Important dates: Submission deadline: 23 February 2026 AoE Date of notification: 11 March 2026 AoE Camera ready copy deadline: 30 March 2026 AoE Workshop: 12 May 2026 Organising Committee: Muzi Matfunjwa, South African Centre for Digital Language Resources (SADiLaR), South Africa Mmasibidi Setaka, South African Centre for Digital Language Resources (SADiLaR), South Africa Rooweither Mabuya, South African Centre for Digital Language Resources (SADiLaR), South Africa Menno van Zaanen, South African Centre for Digital Language Resources (SADiLaR), South Africa -- Prof Menno van Zaanen menno.vanzaanen(a)nwu.ac.za Professor in Digital Humanities South African Centre for Digital Language Resources https://www.sadilar.org ________________________________ NWU PRIVACY STATEMENT: http://www.nwu.ac.za/it/gov-man/disclaimer.html DISCLAIMER: This e-mail message and attachments thereto are intended solely for the recipient(s) and may contain confidential and privileged information. Any unauthorised review, use, disclosure, or distribution is prohibited. If you have received the e-mail by mistake, please contact the sender or reply e-mail and delete the e-mail and its attachments (where appropriate) from your system. ________________________________

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CFP: 5th Cardiff NLP Workshop (22-23 June 2026, Cardiff, Wales, UK)
by Nedjma Ousidhoum 28 Jan '26

28 Jan '26

Dear all, We are organising the 5th Cardiff NLP Summer Workshop, which will take place on 22–23 June 2026 in the Abacws Building in Cardiff (Wales, UK). The workshop is especially aimed for PhD students and early-career researchers (and anyone interested in NLP). Registration is free for all participants. Please fill in the expression of interest form<https://forms.gle/ypUBEpVhfoUhSgY16> by 11 April if you are interested in joining the workshop. Workshop activities include: * Invited speakers from academia and industry. * Tutorials. * Poster session and networking. * Panel discussion. Important dates: * Application period: 28 January – 11 April 2026. * Notification of acceptance: Late April 2026. * Workshop: 22–23 June 2026, Cardiff. For more details, please visit the workshop website: https://www.cardiffnlpworkshop.org/. Best regards, The Cardiff NLP Organising Team.

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CLARIN ERIC Newsflash: January 2026
by Gorgaini, E. (Elisa) 28 Jan '26

28 Jan '26

Dear colleagues, The January 2026 edition of the CLARIN Newsflash is out. Highlights include: * Publication of a new ParlaMint paper in the corpora Journal. * Calls for papers for Euralex and CLARIN2026. * An overview of CLARIN’s presence at LREC, including our co-organised workshops. * A rich selection of upcoming events. Read the newsletter: https://www.clarin.eu/content/clarin-newsflash-january-2026 Subscribe to the newsletter here<http://eepurl.com/bOt3Qn>. --- Elisa Gorgaini Communication Officer - CLARIN ERIC Utrecht University | Drift 10, 3512 BS Utrecht, The Netherlands e.gorgaini(a)uu.nl<mailto:e.gorgaini@uu.nl> | elisa(a)clarin.eu<mailto:elisa@clarin.eu> www.clarin.eu<https://www.clarin.eu>

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cant login
by Demian Inostroza Améstica 28 Jan '26

28 Jan '26

Hello, I can't login and I'm not receiving the confirmation email, it says: We have sent an e-mail to you for verification. Follow the link provided to finalize the signup process. If you do not see the verification e-mail in your main inbox, check your spam folder. Please contact us if you do not receive the verification e-mail within a few minutes. But I've tried several times and nothing happens. Could you please give me a hand? Thank you! Best, Demian

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Second CfP: The 20th Linguistic Annotation Workshop (LAW XX), co-located with ACL 2026
by Amir.Zeldes＠georgetown.edu 27 Jan '26

27 Jan '26

Second Call for Papers: The 20th Linguistic Annotation Workshop (LAW XX), co-located with ACL 2026, San Diego Website: �https://sigann.github.io/LAW-XX-2026/ � Linguistic annotation of natural language corpora is the backbone of supervised methods in both statistical and neural natural language processing. Annotated corpora are also a major supporting source of information for unsupervised methods, multitask learning, and evaluation of both NLP tools and theories about language within and outside of linguistics. LAW-XX will provide a forum for presentation and discussion of innovative research on all aspects of linguistic annotation, including creation/evaluation of annotation schemes, methods for automatic and manual annotation, use and evaluation of annotation software and frameworks, representation of linguistic data and annotations, semi-supervised “human in the loop” methods of annotation, crowd-sourcing approaches, and more. LAW XX will also provide a forum for annotation researchers to work towards standardization, best practices, and interoperability of annotation information and software. � Special Theme: Errors in Annotation The special theme of LAW XX is �Errors in Annotation. In addition to LAW’s general topics, we specifically invite submissions on the matter of addressing annotations which are in some sense objectively incorrect in their substance or omissions (c.f. �Klie et al., CL 2023)—distinct from annotator disagreement (Weber-Genzel et al., ACL 2024)—and the role of error analysis in improving data quality for both human-annotated and LLM-generated datasets. As data quality becomes increasingly important (human-annotated or LLM-generated), it is essential to develop techniques or tools to quantify data quality (Swayamdipta et al., EMNLP 2020). � � Potential topics covered include but are not limited to: * Annotation error detection * Annotation error correction * Error type classification * Error detection and correction in crowd-sourced annotations * Errors in LLM-generated annotations � Important Dates All submission deadlines are 11:59 p.m. UTC-12:00 ("anywhere on Earth"). � * Submission deadline: March 5, 2026 * Pre-reviewed ARR commitment deadline: March 24, 2026 * Notification of acceptance: April 28, 2026 * Camera-ready papers due: May 12, 2026 * Workshop Date: TBD � LAW XX will be hybrid, allowing both in-person and virtual presentations. � Submission Information We welcome submissions of long and short papers, posters, and demonstrations relating to the special theme or any aspect of linguistic annotation, including: � * Annotation procedures o Innovative automated and manual strategies for annotation o Machine learning and knowledge-based methods for automation of corpus annotation o Creation, maintenance, and interactive exploration of annotation structures and annotated data * Annotation evaluation o Inter-annotator agreement and other evaluation metrics and strategies o Qualitative evaluation of linguistic representations o Innovative means to evaluate annotation quality * Annotation access and use o Representation formats/structures for annotations of different phenomena, especially annotations* at multiple levels, and means to explore/manipulate them * Linguistic considerations for merging annotations of distinct phenomena * Annotation schemes, guidelines, and standards o New and innovative annotation schemes, comparison of annotation schemes o Methodologies and resources for annotation scheme development o Best practices for annotation procedures and/or development and documentation of annotation schemes o Interoperability of annotation formats and/or frameworks among different systems as well as different tasks, frameworks, modalities, and languages * Results from the application and evaluation of standards for linguistic annotation o Annotation software and frameworks o Development, evaluation and/or innovative use of annotation software frameworks � Direct submission �link: �https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/LAW Pre-reviewed ARR commitment �link: �https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/LAW_ARR_Commitment � Note on OpenReview's moderation policy for �newly created profiles: * New profiles created without an institutional email will go through a moderation process that �can take up to two weeks. * New profiles created with an institutional email will be activated automatically. � Submissions should report original and unpublished research on topics of interest to the workshop. We also invite substantiated position papers, in particular with regard to our special theme. Accepted papers are expected to be presented at the workshop (either in-person or virtually) and will be published in the workshop proceedings. They should emphasize obtained results rather than intended work, and should indicate clearly the state of completion of the reported results. � A paper accepted for presentation at the workshop must not be or have been presented at any other meeting with publicly available proceedings. Long/short paper submissions must use �the official ACL style templates. Long papers must not exceed eight (8) pages of content. Short papers and demonstration papers must not exceed four (4) pages of content. References do not count against these limits. Limitation and ethical consideration sections are optional and do not count against these limits as well. � Note: The appendix also does not count against the page limit but should not include essential details needed to understand/review the paper (appendices can contain details such as hyperparameters, formulas, proofs, and tables that are informative but not critical to the understanding of the paper). All submissions must be in PDF format. � Reviewing of papers will be double-blind. � � Authors of papers that have been or will be submitted to other meetings or publications must provide this information to the workshop program chairs ( <mailto:law2026workshop@googlegroups.com> law2026workshop(a)googlegroups.com). Authors of accepted papers must notify the program chairs within 10 days of acceptance if the paper is withdrawn for any reason. � Following �the ACL and ARR policies, there is no anonymity period requirement. �

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CoNLL 2026: 2nd Call for Papers
by claire.n.bonial.civ＠army.mil 27 Jan '26

27 Jan '26

CoNLL 2026: 2nd Call for Papers San Diego, California, United States, July 3-4, 2026 (co-located with ACL) https://www.conll.org/ NEW: CoNLL 2026 will include online presentations for authors who will not be able to attend the conference in person due to visa related issues. NEW: Two new topic areas, Computational Usage-Based Grammars, and Language and the Brain. SIGNLL invites submissions to the 30th Conference on Computational Natural Language Learning (CoNLL 2026). The focus of CoNLL is on theoretically, cognitively and scientifically motivated approaches to computational linguistics and NLP. We welcome work targeting any aspect of language and its computational modeling, including: Computational Psycholinguistics, Cognition and Linguistics Computational Usage-Based Grammars (e.g., Construction Grammars) Computational Social Science and Sociolinguistics Interaction and Dialogue Language Acquisition, Learning, Emergence, and Evolution Multimodality and Grounding Typology and Multilinguality Speech and Phonology Syntax and Morphology Lexical, Compositional and Discourse Semantics Theoretical Analysis and Interpretation of ML Models for NLP Resources and Tools for Scientifically Motivated Research Language and the Brain We do not restrict the topic of submissions to fall into this list. However, the submissions’ relevance to the conference’s focus on theoretically, cognitively and scientifically motivated approaches will play an important role in the review process (submissions may be rejected prior to review if they fail to meet this relevance criteria). Submissions CoNLL will accept only direct submissions this year. Submission will be via OpenReview. An OpenReview profile is required for all authors. We accept two types of submission: archival, and non-archival. Archival submissions must be anonymous and use the same template as the ACL 2026. Submitted papers may consist of up to 8 pages of content plus unlimited space for references. Authors of accepted papers will have an additional page to address reviewers’ comments in the camera-ready version (9 pages of content in total, excluding references). Optional anonymized supplementary materials and a PDF appendix are allowed. Please refer to the ACL website for more details on the submission format. Note that, unlike ACL, we do not mandate that papers have a discussion section of the limitations of the work. However, we strongly encourage authors to have such a section in the appendix. Non-archival submissions are not anonymous. We will accept submissions that fit into CoNLL’s scope (see above for a description) and have been published in 2024, 2025, and 2026 in relevant conferences (*ACL, COLING, NeurIPS, ICLR, CogSci, …) and journals (TACL, Computational Linguistics, other journals in the areas of interest for CoNLL). Multiple submission policy: CoNLL 2026 follows the ACL 2026 policy, which follows the ARR policy: CoNLL “precludes multiple submissions […] will not consider any paper that is under review in a journal or another conference at the time of submission, and submitted papers must not be submitted elsewhere during the […] review period. This policy covers all journals and refereed and archival conferences and workshops […] In addition, we will not consider any paper that overlaps significantly in content or results with papers that will be (or have been) published elsewhere.” Authors submitting more than one paper to CoNLL 2026 must ensure that the submissions do not overlap significantly (>25%) with each other in content or results. Submission of pre-prints to arXiv and other platforms: we again follow the same policy as ARR: “[archival] submissions will remain anonymous during peer review, but authors are free to post and discuss non-anonymous preprints at any time.” Also please be aware of OpenReview's moderation policy for newly created profiles —we advise you to create a profile well in advance: New profiles created without an institutional email will go through a moderation process that can take up to two weeks. New profiles created with an institutional email will be activated automatically. Timeline (All deadlines are 11:59pm UTC-12h, AoE) Submission deadline (archival and non-archival): February 19 2026 Notification of acceptance: April 21 2026 Camera-ready papers due: May 12 2026 Conference: July 3-4, 2026 Further information Further information will be announced in the 3rd Call for Papers. CoNLL 2026 Co-Chairs Claire Bonial, Georgetown University Yevgeni Berzak, Technion Contact Questions? E-mail conll.chairs(a)gmail.com

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Call for Participation: ClinSkill QA Shared Task @ BioNLP ACL 2026
by Paul Thompson 27 Jan '26

27 Jan '26

We are pleased to announce the ClinSkill QA shared task, co-located with the BioNLP workshop at ACL 2026. TASK HOMEPAGE: https://whunextgen.github.io/ClinicalskillQA/ INTRODUCTION Multimodal large language models (MLLMs) have the potential to support clinical training and assessment by assisting medical experts in interpreting procedural videos and verifying adherence to standardized workflows. Reliable deployment in these settings requires evidence that models can continuously interpret students’ actions during clinical skill assessments, which underpins MLLMs’ understanding of clinical skills. Systematically evaluating and improving MLLMs’ understanding of clinical skills and their continuous perception in clinical skill assessment scenarios is therefore essential for building reliable and high-impact AI systems for medical education. To address this need, the shared task on medical question answering targets clinical skill assessment scenarios. IMPORTANT DATES Release of task data : Jan 30, 2026 Paper submission deadline: Apr 17, 2026 Notification of acceptance: May 4, 2026 Camera-ready paper due: May 12, 2026 BioNLP Workshop Date: July 3 or 4, 2026 Note that all deadlines are 23:59:59 AoE (UTC-12). TASK DEFINITION ClinSkill QA formulates clinical skill understanding and continuous perception for clinical skill assessment as an ordering task: the MLLM is required to arrange shuffled key frames into a coherent sequence of clinical actions and to provide explanations for the resulting order. The dataset is constructed from video clips of medical student clinical procedures, collected from Zhongnan Hospital of Wuhan University and cofun (http://www.curefun.com/). This study was approved by the Institutional Review Board (IRB), and all data collection and processing followed relevant ethical guidelines. DATASET ClinSkill QA is built on 200 sets of shuffled key frames extracted from three types of clinical skill videos. Each set of key frames represents a sequence of continuous actions and is accompanied by expert-annotated ground-truth ordering and order rationales. EVALUATION For evaluation, we use Task Accuracy (exact ordering) and Pairwise Accuracy (the fraction of adjacent pairs correctly ordered) for the ordering results, and BertScore as well as an LLM-as-judge(G-Eval) for assessing the quality of the ordering explanations. For the i-th sample (a set of shuffled keyframes): Ordering evaluation - Task Accuracy - Pairwise Accuracy Rationale evaluation - BertScore -LLM-as-Judge（G-Eval） REGISTRATION AND SUBMISSION Registration and Submission will be done via CodaBench (Link will be available soon on the task home page) Each team is allowed up to ten successful submissions on CodaBench. All shared task participants are invited to submit a paper describing their systems to the Proceedings of BioNLP 2026 (https://aclweb.org/aclwiki/BioNLP_Workshop) at ACL 2026 (https://2026.aclweb.org/). Papers must follow the submission instructions of the BioNLP 2026 workshop (https://aclweb.org/aclwiki/BioNLP_Workshop). ORGANIZERS Xiyang Huang, School of Artifical Intelligence, Wuhan University Yihuai Xu, School of Artifical Intelligence, Wuhan University Zhiyuan Chen, School of Artifical Intelligence, Wuhan University Keying Wu, School of Artifical Intelligence, Wuhan University Jiayi Xiang, School of Artifical Intelligence, Wuhan University Buzhou Tang, School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen Renxiong Wei, Zhongnan Hospital of Wuhan University Yanqing Ye, Zhongnan Hospital of Wuhan University Jinyu Chen, Zhongnan Hospital of Wuhan University Cheng Zeng, School of Artifical Intelligence, Wuhan University Min Peng, School of Artifical Intelligence, Wuhan University Qianqian Xie, School of Artifical Intelligence,Wuhan University Sophia Ananiadou, Department of Computer Science, The University of Manchester -- Paul Thompson Research Fellow Department of Computer Science National Centre for Text Mining Manchester Institute of Biotechnology University of Manchester 131 Princess Street Manchester M1 7DN UK http://personalpages.manchester.ac.uk/staff/Paul.Thompson/

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Call for Papers: The 1st Workshop on Computational Affective Science at LREC 2026
by ACL Announcements 27 Jan '26

27 Jan '26

CALL FOR PAPERS: THE 1ST WORKSHOP ON COMPUTATIONAL AFFECTIVE SCIENCE AT LREC 2026 December 15, 2025 | BY vk22priya Event Notification Type: Call for Papers Abbreviated Title: First CfP: CAS Workshop@LREC 2026 Location: Palma de Mallorca, Spain State: Mallorca Country: Spain Contact Email: Christopher.Bagdon(a)uni-bamberg.de vkpriya(a)cs.toronto.edu City: Palma de Mallorca Contact: Christopher Bagdon Krishnapriya Vishnubhotla Website: https://casworkshop.github.io/ Submission Deadline: Monday, 16 February 2026 First Call for Papers: The 1st Workshop on Computational Affective Science (CAS 2026), co-located with the Language Resources and Evaluation Conference (LREC) 2026 in Palma de Mallorca, Spain, May 11-16. Website: https://casworkshop.github.io/ Contact: <workshop.cas1(a)gmail.com> We invite submissions to the first Workshop on Computational Affective Science (CAS 2026), co-located with LREC 2026, on research related to the understanding of affect and emotions through language and computation. CAS will accept archival long and short paper submissions, featuring substantial, original, and unpublished research. We also encourage submissions of extended abstracts from researchers in the broader Affective Science community, with up to two pages of content featuring the research background/hypotheses and a description of methods/results. Extended abstracts are non-archival, offering the option for publication and presentation at other conference venues. **Motivation** Affect refers to the fundamental neural processes that generate and regulate emotions, moods, and feeling states. Affect and emotions are central to how we organize meaning, to our behavior, to our health and well-being, and to our very survival. Despite this, and even though most of us are intimately familiar with emotions in everyday life, there is much we do not know about how emotions work and how they impact our lives. Affective Science is a broad interdisciplinary field that explores these and related questions about affect and emotions. Since language is a powerful mechanism of emotion expression, there is a growing use of language data and advanced natural language processing (NLP) algorithms to shed light on fundamental questions about emotions. The Workshop on Computational Affective Science (CAS) aims to be a dedicated venue for work focused specifically on the link between NLP and affective science. **Interdisciplinary Scope** The workshop takes an interdisciplinary approach to affective science and aims at bringing together NLP researchers, scientists, and theorists from many research areas, including psychology, sociology, neuroscience, and philosophy. Although work in sentiment analysis is decades old, this work often proceeds separately and in different fields from research and theory in affective science. Meanwhile, affective scientists in psychology, sociology, neuroscience and philosophy increasingly seek to use linguistic tools to shed light on the nature of emotions, moods, and feeling states. CAS is therefore co-organized by an interdisciplinary group of researchers (spanning NLP and Affective Science) to foment collaboration at this exciting frontier of research. **Submissions** We invite long and short archival paper submissions, as well as non-archival extended abstracts on a broad range of topics at the intersection of affective science and natural language processing, including but not limited to: 1. The Nature of Affect and Computational Modeling of Emotions Computational experiments that add to our understanding of affect and emotions, including findings relevant to: * theories and nature of emotion * the biology or neuroscience of emotions * appraisal models * dimensional models (valence / arousal / dominance) * models of constructed emotion * cognitive-affective architectures * emotion dynamics (emergence, intensification, decay, transitions) * emotion granularity * emotion regulation * affective embodiment * evolutionary and developmental affect * emotion-cognition interactions These areas are relevant not just to human affect, but may also apply to data animals and artificial agents. 2. Affective Data and Resources Work on compiling and annotating affect-related information in text, speech, facial and bodily expression, and physiological signals (ECG, EEG, GSR, multimodal biosensing), with a focus on text data (monolingual or multilingual) and multimodal data suitable for an NLP venue. Data from underserved languages is especially encouraged. 3. Emotion Recognition, Prediction, and Inference At the instance level: * emotion classification (discrete emotions, dimensional ratings) * emotion intensity estimation * emotion cause detection * context-aware affect inference (culture, situation, social setting) * structured emotion analysis At the aggregate level: * creating emotion arcs * determining broad trends in emotions over time or across locations * tracking emotional responses toward entities of interest (e.g., climate change) * document-level and cross-document emotion analysis * labeling social networks 4. Applications Including but not limited to: * Affect and health, psychopathology, and mental disorders * Affect and behavior/social science (e.g., interpersonal affect, empathy, group-level affect, affect contagion, computational emotion regulation) * Affect and education * Affect and literature/narratives/digital humanities * Affect and commerce 5. Explainability and Interpretability in Computational Affective Models Work aimed at improving the transparency and interpretability of affective systems. This includes understanding how models represent and infer emotions and identifying key cues driving predictions. 6. Ethics, Fairness, Theory Integration, Philosophical Implications * Bias and generalizability of affective systems across demographics * Privacy and ethics in affective data collection * Examining whether automatic NLP systems rely on current and valid theories of affect and emotion * The implications of machines modeling or simulating affect * Societal considerations surrounding affective artificial agents **Important Dates (tentative):** · Submission deadline:16 Feb 2026 · Notification of acceptance: 16 March 2026 · Camera Ready Paper due: 23 March 2026 · Workshop date: TBA (11-16 May 2026) **Submission Details:** We invite submissions for archival long and short papers, as well as non-archival extended abstracts. Archival long and short papers should feature novel and unpublished work relating to the topics detailed above. We also invite submissions of extended abstracts from researchers in the broader Affective Science community, with up to two pages of content featuring the research background/hypotheses and a description of methods/results. Extended abstracts are non-archival, offering the option for publication and presentation at other conference venues. Archival Track: · Long Paper: Consists of up to 8 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. · Short Paper: Consists of up to 4 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. (When preparing camera ready papers, you will be allowed one extra page to address comments by the reviewers.) Non-Archival Track: · Extended Abstract: Up to 2 pages. **Submission Format:** All submissions must use the LREC 2026 template and follow the guidelines found at: https://lrec2026.info/authors-kit/ (Note: extended abstracts can be limited to being 1-2 pages in length). **Mandatory Ethics Section:** We ask all authors to include a section on Ethical Considerations in their submission, touching on the ethical concerns and broader societal impacts of the work. This discussion section will not count towards the page limit. **Submission Site:** All submissions must be made through the SoftConf portal. The link to the system will be shared shortly. **Additional Details:** Website: https://casworkshop.github.io/ Attendance: The workshop will follow the attendance policy of the main conference (https://lrec2026.info/registration-policy/ ). **Organizers:** * Christopher Bagdon, University of Bamberg, Germany * Krishnapriya Vishnubhotla, National Research Council Canada * Kristen A. Lindquist, The Ohio State University, USA * Lyle Ungar, University of Pennsylvania, USA * Roman Klinger, University of Bamberg, Germany * Saif M. Mohammad, National Research Council Canada Contact us at <workshop.cas1(a)gmail.com> with any questions.

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Second CFP *SEM2026: The 15th Joint Conference on Lexical and Computational Semantics, San Diego, CA. (Co-located with ACL)
by Nedjma Ousidhoum 26 Jan '26

26 Jan '26

Dear corpora-list members, We are pleased to announce the 15th Joint Conference on Lexical and Computational Semantics (*SEM 2026), co-located with ACL 2026. The call for papers can be found here<https://starsem2026.github.io/calls/> and below. *SEM 2026: The 15th Joint Conference on Lexical and Computational Semantics [San Diego, CA (Co-located with ACL 2026)] Website: https://starsem2026.github.io/ Direct submission link: https://openreview.net/group?id=STARSEM/2026/Conference *SEM brings together researchers interested in the semantics of natural languages and its computational modelling. The conference embraces a wide range of approaches including data-driven, neural, probabilistic and symbolic; practical applications as well as theoretical contributions are welcome. The long-term goal of *SEM is to provide a forum for NLP researchers working on any aspect of natural language semantics. *SEM invites submissions related to the computational modelling of natural language semantics (understood broadly) and its application. Relevant areas include (but are not limited to) theoretical aspects of computational semantics, empirical and data-driven approaches, resources, evaluation, and applications/tools. *SEM encourages authors to consider ethical aspects of their work, and to address and discuss ethical questions and implications relevant to their research. *SEM also values reproducibility and particularly welcomes submissions that adhere to the reproducibility guidelines as specified here. Please fill out this form<https://forms.gle/634oW3yvtTkur6qL9> if you would like to volunteer as a reviewer or as an Area Chair. Questions may be directed to: startsem-2026-pcs(a)googlegroups.com<mailto:startsem-2026-pcs@googlegroups.com> New for *SEM 2026 1. One Day Conference: Unlike past iterations, *Sem 2026 will be a one-day conference. (ACL has informed us that this is due to venue size limitations.) 2. Centering Research Questions: Research questions in *Sem, and NLP generally, can be roughly categorized into those that address: * new findings about language (linguistic phenomena, semantic patterns), * new findings about people (language use, behavior, health, ethics, etc.), * new findings about automatic language processing (advancing language understanding through ML/AI and other approaches). Centering and explicitly articulating the research question helps authors frame and present their contribution more clearly. It also helps reviewers and Area Chairs evaluate the work within the appropriate context. For example, a paper that centers a compelling linguistic or behavioral research question and offers meaningful new insights need not also introduce methodological novelty or rely on the latest models (including LLMs). A simple and interpretable approach may make good sense. To support this, the *SEM 2026 submission form asks authors to explicitly identify the predominant research question type for their work, as well as any additional categories that apply. There are no quotas for accepted papers of different types, and submissions will not receive preferential treatment based on category selection. Including this information also allows *SEM to track the kinds of research questions authors pursue and how the conference’s focus evolves over time. 3. Lasting Impact Modern NLP and ML papers have often been criticized for being overly incremental or becoming obsolete shortly after publication. To encourage work with broader scientific value and longer-term relevance, reviewers of *Sem 2026 will be asked to explicitly assess the potential lasting impact of each submission. This assessment will be included as a short-written justification and will factor into the overall recommendation. Importantly, a healthy research ecosystem requires diversity in the time horizons of research contributions. Some papers offer immediate practical value; others generate insights or resources whose importance unfolds over years. *Sem 2026 welcomes this full spectrum. Reviewers should evaluate the potential for lasting influence—not only immediate performance gains. Work can have a lasting impact in many ways. See our blog post<https://starsem2026.github.io/blog/> on this. Topics of Interest (non-exhaustive) * Compositional semantics and sentence representations * Statistical, machine learning, and deep learning methods in semantic tasks * Multilingual and cross-lingual semantics * Word sense disambiguation and induction * Sentiment Analysis, Computational Affective Science, Stylistic Analysis, and Argument Mining * Computational Social Science, Digital Humanities, and Cultural Analytics * Semantic parsing, and syntax-semantics interface * Frame semantics and semantic role labeling * Textual inference, textual entailment, and question answering * Formal approaches to semantics * Extraction of events and of causal and temporal relations * Entity linking, pronouns and coreference * Discourse, pragmatics, and dialogue * Machine reading * Abusive language detection, Fact verification and related tasks * Extra-propositional aspects of meaning * Multiword and idiomatic expressions * Metaphor, irony, and humor processing * Knowledge mining and acquisition * Common sense reasoning * Language generation * Multidisciplinary research on semantics * Grounding and multimodal semantics * Psycholinguistics * Interpretability and Explainability * Human semantic processing * Semantic annotation, evaluation, and resources * NLP Applications * Ethical aspects and bias in semantic representations Submission Instructions Submissions must describe unpublished work and be written in English. We solicit both long and short papers. Long papers describe original research and may consist of up to eight (8) pages of content, plus unlimited pages for references. Appendices are allowed after the references, but the paper should be self-contained, and reviewers will not be required to check the appendices, if any. Final versions of long papers will be given one additional page of content (up to 9 pages) so that reviewers' comments can be taken into account. Short papers describe original focused research and may consist of up to four (4) pages, plus unlimited pages for references. Upon acceptance, short papers will be given five (5) content pages in the proceedings. Authors are encouraged to use this additional page to address reviewers' comments in their final versions. Limitations and Ethics Statement sections are allowed and encouraged but are not mandatory. These sections should be placed after the conclusion and will not count towards the overall page limit. Submissions should follow the ARR formatting requirements<https://github.com/acl-org/acl-style-files>. Submission routes and deadlines *SEM solicits direct submissions (not through ARR). The deadline for direct submissions is Feb 13, 2026, and these submissions will be reviewed by the *SEM2025 program committee. Submissions are made through OpenReview. Multiple submission policy *SEM does not prohibit the submission of work that is under consideration for another venue at the same time as the *SEM review period. However, authors of such papers will be asked to declare this at submission time. Important Dates (All deadlines are 11:59pm UTC-12h, AoE) Direct submission deadline (long & short papers): Feb 13, 2026 Notification of acceptance: May 5, 2026 Camera-ready deadline: May 26, 2026 Conference date: July 6, 2026 (co-located with ACL 2026) Following the ACL and ARR policies<https://www.aclweb.org/portal/content/report-acl-committee-anonymity-policy>, there is no anonymity period requirement. Best regards, The *SEM 2026 Program Chairs

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Miscelanea Journal_New editorial team_Open submissions
by Miguel-Angel Benitez-Castro 26 Jan '26

26 Jan '26

Dear colleagues, I hope this e-mail finds you well. I am writing in my capacity as the newly appointed Section Editor for English Language and Linguistics at_ Miscelanea: A Journal of English and American Studies_: https://papiro.unizar.es/ojs/index.php/misc/en. _Miscelanea_, with 72 volumes published to date, is one of the longest-running international journals on English Studies in Spain. It is published and produced at the University of Zaragoza, and more specifically, by the Department of English and German Philology. _Miscelanea _is a double-blind peer-reviewed journal published twice a year (in December and June), and publishes articles on English language and linguistics, on literatures written in English, on thought, cinema and cultural studies from the English-speaking world. We welcome submissions all year round. As Section Editor for English Language and Linguistics, I will welcome any submission that draws upon any of the following areas and/or methodological approaches (to name but a few): * Descriptive linguistics; * Applied linguistics; * Discourse analysis, Critical Discourse Analysis and Corpus-Assisted Discourse Analysis; * Sociolinguistics; * Systemic-Functional Linguistics; * Translation Studies; Etc. I hope you will consider our publication as a potential outlet for your research. Looking forward to receiving and reading your work. With all my best wishes, Miguel-Angel -- Dr. Miguel-Angel Benitez-Castro Departamento de Filología Inglesa y Alemana Facultad de Ciencias Sociales y Humanas, Universidad de Zaragoza (Spain) C/ Atarazanas, 4, 44003, Teruel https://orcid.org/0000-0001-8514-5943 https://www.researchgate.net/profile/Miguel-Angel-Benitez-Castro https://scholar.google.com/citations?user=wx8VaDcAAAAJ&hl=es [1] Member of: _IUI Biocomputation and Physics of Complex Systems (BIFI) [2]_ Universidad de Zaragoza Language and Linguistics Editor _- Miscelánea: A Journal of English and American Studies [3]_ Links: ------ [1] https://scholar.google.com/citations?user=wx8VaDcAAAAJ&hl=es [2] https://bifi.es/ [3] https://papiro.unizar.es/ojs/index.php/misc/index

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Third and last Call for Papers - deadline extension 7 February 2026 - NooJ 2026 International Conference
by petra.giommarelli＠phd.unipi.it 26 Jan '26

26 Jan '26

Third Call for Papers ***************** NooJ 2026 International Conference Naples, Italy June 24-26, 2026 https://nooj2026.sciencescall.org/resource/page/id/2 ******************* Important dates: ******************* Abstract submission (extended deadline): 7 February 2026 Notification of acceptance: 25 March 2026 Registration: until 13 April 2026 Conference dates: 24-26 June 2026 *********************************************** University of Naples "L'Orientale" and the NooJ association organize the 20th NooJ Conference in Naples, Italy from 24-26 June, 2026. NooJ is a linguistic development environment that allows linguists to formalize several levels of linguistic phenomena: orthography and spelling; lexicons of simple words, multiword units and frozen expressions; inflectional, derivational and agglutinative morphology; local, constituent and dependency syntax; transformational grammars and semantic analysis. For each phenomenon, NooJ provides linguists with formal tools specifically adapted to facilitate the description, using the four types of Chomsky-Schützenberger formal grammars (regular, context-free, context-sensitive and unrestricted). This approach distinguishes NooJ from most computational linguistic frameworks which provide a single formalism. NooJ is also a corpus processing tool, used in the digital humanities (in History, Literature, Psychology and Sociolinguistics) as it allows users to apply sophisticated linguistic resources to large corpora and build indices and concordances, annotate texts automatically, perform various statistical analyses, etc. NooJ is freely available and linguistic modules can already be freely downloaded for over 30 languages, see https://nooj.univ-fcomte.fr A Web demo is available for English, French, Spanish and Ukrainian at: https://webnooj.univ-fcomte.fr ****************************** The conference intends to: ****************************** * give NooJ users and researchers in Linguistics, Computational Linguistics and in the Digital Humanities the opportunity to meet and share their experience as developers, researchers and teachers; * present to NooJ users the latest linguistic resources and NLP applications developed for/with NooJ, its latest functionalities, as well as its future developments; * offer researchers and graduate students an advanced tutorial dedicated to the automatic transformational analysis/generation of texts. ******************* Topics of interest: ******************* * Lexical resources * Computational morphology * Syntactic analysis * Semantic analysis * Linguistic-based NLP applications *************** Submission: *************** We invite the submission of abstracts in English until 7 February 2026. The abstracts should contain the title, name and email of the author(s) and their institutions. Abstracts should not exceed one page (between 400 and 600 words) and should be sent to nooj2026(a)gmail.com. All proposals will be reviewed by the members of the scientific committee; authors will be given notice of acceptance of their papers no later than 25 March 2026. Further information about the conference can be found at https://nooj2026.sciencescall.org/resource/page/id/5. You can also contact the organizing committee at nooj2026(a)gmail.com for any additional information. ************************ Scientific Committee: ************************ Marco Angster, University of Zadar, Croatia Anabela Barreiro, INESC-ID, Portugal Anita Bartulović, University of Zadar, Croatia Magali Bigey, Université de Franche-Comté, France Xavier Blanco, Autonomous University of Barcelona, Spain Christian Boitet, Université Joseph Fourier, Grenoble, France Maria Pia Di Buono, Università degli Studi di Napoli l'Orientale, Italy Héla Fehri, University of Sfax, Tunisia Zoe Gavriilidou, Democritus University of Thrace, Greece Yuras Hetsevich, National Academy of Sciences, Belarus Agata Jackievicz, Université Paul Valéry, France Agnieszka Kaliska, Poznan University, Poland Kristina Kocijan, University of Zagreb, Croatia Walter Koza, National, University of General Sarmiento, Argentina Svetlana Krylosova, INALCO, France Mathieu Lafourcade Université de Montpellier, France Laetitia Leonarduzzi, Université d’Aix-Marseille, France Stefania Maci, Università di Bergamo, Italy Samir Mbarki, IbnTofail University, Morocco Linda Mijić, University of Zadar, Croatia Johanna Monti, Università degli Studi di Napoli l'Orientale, Italy Kamal Naït-Zerrad, INALCO, France Thierry Poibeau, Laboratoire Lattice, CNRS, France Andrea Rodrigo, University of Rosario, Argentina Olena Saint-Joanis, INALCO, France Max Silberztein, Université de Bourgogne Franche-Comté, France Marko Tadić, University of Zagreb, Croatia François Trouilleux, Université Clermont Auvergne, France ************************** Organizing Committee: ************************** * Johanna Monti, Università di Napoli L'Orientale, Italy * Maria Pia di Buono, Università di Napoli L'Orientale, Italy * Max Silberztein, Université de Franche-Comté, France

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1st Call for Papers: Neology and Large Language Models Workshop (NeoLLM2026)
by Barbara McGillivray 26 Jan '26

26 Jan '26

Call for papers ************************************************************** Neology and Large Language Models Workshop (NeoLLM2026) Co-located with LREC 2026, Palma de Mallorca (in-person & online) May 16, 2026 Paper submission deadline: February 20, 2026 Submission link: https://softconf.com/lrec2026/NeoLLM2026/ Workshop website: https://neollm2026.del.auth.gr/ Main conference website: <https://lrec2026.info/> https://lrec2026.info/ ************************************************************** Motivation and Topics of Interest Understanding how LLMs capture, propagate, or even invent semantic shifts raises fundamental questions for lexicography, language modeling, and semantic resources. Addressing these questions requires close collaboration between computational linguistics, lexicography, and lexical resource development. Such interdisciplinary work can shed light on how large language models both reflect and reshape linguistic creativity, an inquiry that lies at the core of the proposed workshop. The goal is to examine methodological, theoretical, and applied questions: How can LLMs help identify, track, and categorize new lexical items and senses across languages? To what extent do LLMs replicate or amplify human neologisms and semantic shifts, and when do they generate artificial or spurious ones? What are the implications for lexicographic practice, language documentation, NLP applications, and cultural studies of language change? We invite researchers from computational linguistics, lexicography, digital humanities, and language technology to explore the intersection of LLMs and neology. We invite submissions on (but not limited to) the following topics: * Linguistic Innovation in the Age of AI * Neology detection and tracking using LLMs * How LLMs absorb, generate, and disseminate new lexical items * Benchmarks for LLM-driven neology detection * Legitimacy and authority in AI-generated neologisms * Language Resources and Inequality * High-resource vs. low-resource languages in neology * Integration of neologisms in dominant languages * LLMs and neology for low-resource languages * Cultural and Sociolinguistic Dimensions * Cultural appropriateness and contextual limitations of AI-driven neologisms * Sociolinguistic perspectives on LLMs and neology * LLMs as participants in language innovation * Opportunities for language revitalization and documentation * Future Considerations for Linguistic Research * AI’s role in shaping language futures * Strategies to ensure linguistic equity and diversity * Cross-disciplinary approaches: linguistics, AI, education, and sociology We invite both long (8 pages and 2 pages of references) and short papers (4 pages and 2 pages of references) representing original research, innovative approaches and resource descriptions. Short papers may also represent project descriptions. These do not have to be implemented but discuss to what extent and for which purposes the project is created. Projects that are still in their early stages and seek advice from the broader scientific community are welcome, especially if they include underrepresented fields of study. We particularly welcome work on under-resourced and endangered languages. Submissions can be made via: https://neollm2026.del.auth.gr<https://neollm2026.del.auth.gr/>/<https://neollm2026.del.auth.gr/> Papers should be formatted according to the LREC guidelines, please see https://lrec2026.info/authors-kit<https://lrec2026.info/authors-kit/>/<https://lrec2026.info/authors-kit/>. Submissions that do not conform to the required styles, including paper size, margin width, and font size restrictions, will be rejected without review. At the time of submission, authors are offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map<https://lremap.elra.info/>, which provides metadata for the resource. Important Dates Paper Submission: 20 February 2026 Notification: 15 March 2026 Camera-ready Copy: 30 March 2026 Workshop: 16 May 2026 All deadlines are 11:59 PM UTC-12:00 (“anywhere on earth”). Workshop organisers Giedre Valunaite Oleskeviciene (Mykolas Romeris University) Barbara McGillivray (King’s College London) Florentina Armaselu (University of Luxembourg) Voula Giouli (Aristotle University of Thessaloniki Chaya Liebeskind (Jerusalem College of Technology) Dr Barbara McGillivray, FHEA | <https://twitter.com/BarbaraMcGilli> @BarbaraMcGilli<https://twitter.com/BarbaraMcGilli> Senior Lecturer in Digital and Cultural Humanities and convenor of the MA programme in Digital Humanities Room 3.28, Department of Digital Humanities, King’s College London, Strand Campus, Strand, London, WC2R 2LS Group lead of the Computational Humanities Research Group<https://www.kcl.ac.uk/research/computational-humanities-research-group> Open Research<https://emckclac.sharepoint.com/sites/artshums/SitePages/Open-Research.aspx…> Lead, Faculty of Arts and Humanities Editor-in-chief of Journal of Open Humanities Data<https://openhumanitiesdata.metajnl.com/>

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Call for Participation [Shared Task CLPsych 2026] The 11th Workshop on Computational Linguistics and Clinical Psychology @ ACL 2026
by Talia Tseriotou 26 Jan '26

26 Jan '26

====================== Call for Participation ====================== CLPsych 2026 Shared Task: Capturing and Characterizing Mental Health Changes through Social Media Timeline Dynamics, 📍 ACL 2026 in San Diego, USA (July 2-7 2026) Overview: The 2026 shared task further advances work from previous years tasks by integrating dynamic mental health modeling, emphasizing the identification of key self-state elements leading up to mental state changes over time. Participants will analyze temporally ordered sequences of social media posts to characterize detailed psychological processes, key changes, as well as the interplay of such self-state processes leading up to the changes. Grounded in the MIND framework that conceptualizes self-states as combinations of Affect, Behavior, Cognition, and Desire (ABCD) components, it aims to further explore the fine-grained elements contributing to changes. The core objective of the shared task is to develop computational models that can identify adaptive and maladaptive self-state dimensions as well as changes over time across social media timelines aiming to characterize and summarize self-state sequences leading to such changes. Task description: Participants will develop systems that emulate a structured human annotation process to model mental health dynamics over time: * Predict adaptive and maladaptive ABCD element combinations for each individual post. * Identify moments of change in mental health social media trajectories using longitudinal signals. * Generate concise, interpretable self-state summaries leveraging the identified ABCD elements and contextual information leading up to changes in the user timeline. Registration: * One team registration<https://docs.google.com/forms/d/e/1FAIpQLSdKp0JeE9CfBd59gFGF9YePKEFC6JXmKC8…> form * One individual registration form<https://docs.google.com/forms/d/e/1FAIpQLSftD9EbFFHMW_canwvXBYk87va6snnkpX9…> per team member Researchers seeking collaborators are encouraged to contact the organizers. Website: https://clpsych.org/shared-task/ Important dates: * Registration deadline (Feb 15) * Receiving guidelines on accessing sample data (Mar 1) * Receiving instructions on the task and training data (Mar 11) * System submissions on test set (Apr 18) * Shared Task Paper submissions (May 1) * Camera-ready papers due (May 15) Short Papers (one per team) up to 4 pages - with extra pages for references, limitations, ethics and appendices. Contact: clpsych-2026-shared-task(a)googlegroups.com<mailto:clpsych-2026-shared-task@googlegroups.com>, or any of the organizers directly.

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[IEEE FG2026] Call for papers: 1st Workshop on Behavioral and Emotion Analysis through wearable Technology
by Arianna De Vecchi 26 Jan '26

26 Jan '26

Wearable movement and physiology sensors offer lightweight, non-invasive, and ecologically valid means to monitor human activity, affective state, and social behavior. With the rise of commercially deployed devices and new wearable foundation models, opportunities for scalable human behavior analysis continue to grow. However, challenges such as personalized modeling, on-device integration, or multimodal fusion prevail, limiting in-the-wild deployment of wearable devices. The 1st Workshop on Behavioral and Emotion Analysis through wearable Technology (BEAT) aims to foster collaboration between researchers from various backgrounds (ML, HCI, biomedical engineering) around the topic of wearable devices for human behavioral analysis. The workshop will be held in Kyoto as part of the 20th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2026), taking place on May 25–29, 2026. Topics of interest include, but are not limited to: * Machine Learning and computational models for movement and physiological wearables * Resource efficient and lightweight models * Multimodal fusion and synchronization strategies * Methods for irregularly sampled or missing data * Individual differences, personalization, and context-awareness * Ethical and privacy-preserving AI in wearable systems * Novel wearables and applications * Experimental methods for validation of wearable systems * Lab-controlled experiments and In-the-wild deployment * Datasets and Benchmarks * Responsible data management and user consent * Applications in Affective Computing / Mobile Health / Action Recognition / Social Interaction / HRI Submission Details: (1) Main Track (Original Research): 4 up to 8-pages work (2) Non-Archival Track (Published Work): 1-page summary Important Dates: Main track: * Paper registration deadline: March 30, 2026 * Paper submission deadline: April 3, 2026 * Notification to authors: April 15, 2026 * Camera-ready paper deadline: April 20, 2026 Non-archival track: * Summary submission deadline: April 3, 2026 * Notification to authors: April 15, 2026 For more details, please visit our website: https://beat-workshop.github.io/ For further questions, contact us via beat-workshop(a)googlegroups.com<mailto:beat-workshop@googlegroups.com> General Chairs: Louis Simon, Arianna de Vecchi, Cristina Palmero, Felix Dollack, Ting Dang, Mohamed Chetouani (modificato) beat-workshop.github.io Behavior and Emotion Analysis through wearable Technology (BEAT)<https://beat-workshop.github.io/> Workshop at IEEE International Conference on Automatic Face and Gesture Recognition 2026, Kyoto, Japan

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FoIKS-2026 Call for Participation
by Yasir mahmood 26 Jan '26

26 Jan '26

====================== Call for Participation ====================== 14th International Symposium on Foundations of Information and Knowledge Systems (FoIKS 2026) 📅 March 23–26, 2026 | Hannover, Germany 🌐 https://foiks2026.github.io We cordially invite you to participate in FoIKS 2026, the 14th International Symposium on Foundations of Information and Knowledge Systems, which takes place from March 23 to 26, 2026, in Hannover, Germany. FoIKS provides a forum for researchers and practitioners interested in the formal foundations, design, and analysis of information and knowledge systems. The symposium fosters cross-disciplinary dialogue and collaboration spanning areas such as databases, logic, knowledge representation, and computational complexity. ============ Registration ============ • Early registration deadline: February 15, 2026 • Late registration deadline: March 08, 2026 • Conference dates: March 23–26, 2026 The on-site registration (upon arrival) will not be possible. ==================== Program and Keynotes ==================== The list of accepted papers and keynote speakers is now available online. The full conference program will be published on our website soon. We are excited to announce the following keynotes for FoIKS 2026: - Giuseppe De Giacomo (University of Oxford) * Keynote Title: Reactive Program Synthesis in AI - Floris Geerts (University of Antwerp) * Keynote Title: Relational Neural Networks - Wolfgang Nejdl (Leibniz Universität Hannover) * Keynote Title: Reasoning for LLM-based Agents - Ana Ozaki (University of Oslo) * Keynote Title: Semiring Provenance for Ontology-based data access 👉 https://foiks2026.github.io/program.html ======= Contact ======= For any further information or inquiries, please contact us at: 📧 foiks26-thi(a)listserv.uni-hannover.de We look forward to welcoming you to Hannover for FoIKS 2026!

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AVI 2026: Advanced Visual Interfaces - 2nd Call for Interactive Experiences, Demo and Poster Papers
by Alba Bisante 26 Jan '26

26 Jan '26

18th International Conference on Advanced Visual Interfaces (AVI) 2026 Interactive Creativity: Agencies, Interfaces, and Ethics ======================================== 8-12 June 2026 Venice, Italy http://unive.it/avi2026 In-Cooperation with ACM SIGCHI and SIGWEB ======================================== IMPORTANT DATES Interactive Experiences, Demo and Poster papers: March 9, 2026 (all deadlines are 23:59, AoE) Submission webpage: https://easychair.org/conferences?conf=avi2026 --------------------------------------------------------------------------- POSTER PAPERS The AVI 2026 Poster Track is dedicated to showcasing work-in-progress that pushes the boundaries of Advanced Visual Interfaces and Human-Computer Interaction. We especially welcome posters that explore creativity through a critical lens, addressing its complex dimensions of agency, interfaces, and ethics. This track offers a valuable opportunity to obtain precious feedback from peers and experts in an engaging, informal setting. Submissions must describe original (though not yet fully completed) research. See AVI 2026 themes and topics: https://www.unive.it/web/en/16532/topics --------------------------------------------------------------------------- INTERACTIVE EXPERIENCES AND DEMO PAPERS The interactive experiences and demo track is intended to provide a forum to showcase interactive installations, innovative implementations, systems, and technologies demonstrating new ideas about creativity, in relation to AVI themes and topics, and reaching out to novel communities. Interactive experiences are expected primarily from musicians, designers and artists. Demo submissions should be more technical, typically originating from Computer Engineering or Computer Science fields. See AVI 2026 themes and topics: https://www.unive.it/web/en/16532/topics Please notice that: The committee reserves the right to reject proposals whose hardware and/or space requirements cannot be met by organizers (if you have any doubt please contact the Interactive Experiences and Demo Chairs BEFORE submitting). The organizers cannot provide any specific equipment (e.g., sound or lighting systems). There is no possibility for any remuneration by the conference organizers. --------------------------------------------------------------------------- SUBMISSION Submission information (e.g., submission language and format) is available on the AVI 2026 website: https://www.unive.it/web/en/16575/interactive-experiences-demo-and-poster-p… All submissions must use the Easy Chair system: https://easychair.org/conferences?conf=avi2026 --------------------------------------------------------------------------- PROCEEDINGS AND ACM OPEN-ACCESS PUBLISHING MODEL All accepted papers are included in the International Conference Proceedings Series (ICPS) published by ACM Press and available in the ACM Digital Library. For each accepted paper, at least one author must register for AVI 2026 by the early registration deadline and present the paper at the conference. **Important note to authors about ACM’s new open access publishing model** ACM has introduced a new open access publishing model for the ICPS Series. Authors based at institutions that are not yet part of the ACM Open program and do not qualify for a full geographic waiver will be required to pay an article processing charge (APC) to publish their ICPS article in the ACM Digital Library. To determine whether or not an APC will be applicable to your article, please follow the detailed guidance here: https://www.acm.org/publications/icps/author-guidance. Further information may be found on the ACM website, as follows: Full details of the new ICPS publishing model: https://www.acm.org/publications/icps/faq Full details of the ACM Open program: https://www.acm.org/publications/openaccess Please direct all questions about the new model to icps-info(a)acm.org. --------------------------------------------------------------------------- CHAIRS AND CONTACTS Poster Chairs: Alba Bisante, La Sapienza University, Italy Tanja Doering [DEU], TU Berlin, Germany Contact: avi2026poster(a)easychair.org Interactive Experience and Demo Chairs: Stefania De Vincentis, Ca’ Foscari University of Venice, Italy Florian Michahelles, TU Wien, Austria Sebastiano Vascon, Ca’ Foscari University of Venice, Italy Contact: avi2026IEdemo(a)easychair.org --------------------------------------------------------------------------- AVI 2026 COMMITTEES See https://www.unive.it/web/en/16533/committees

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Open PhD position -- Argument Mining on Scientific Publications -- Université Côte d’Azur, France
by elena_cabrio 26 Jan '26

26 Jan '26

Open PhD Position "Argument Mining on Scientific Publications" at Université Côte d’Azur, CNRS, Inria, I3S, France. -- Context -- The CRITICS project (ERA-NET CHIST-ERA) on “Critical Science Without Borders: LLMs for Translation of Scientific Knowledge in Multilingual Contexts” proposes to transform the future of science accessibility and literacy through the convergence of advanced Machine Translation based on Large Language Models (LLMs) and educational technology. In this context, this PhD position aims at tailoring Argument mining approaches to address domain-specific features of scientific argumentation in multilingual educational texts. -- Research fields -- Natural Language Processing, Argument Mining and Generation -- Research group -- MARIANNE (https://www.inria.fr/en/marianne) is a research team of Université Côte d'Azur (UCA), Inria, CNRS (France). The research fields of the team are argument mining, argumentation-based reasoning, counter-argument generation, and argumentation quality. -- Candidate profile -- • Master degree in Artificial Intelligence, Data Science, Computer Science or Computational Linguistics is required. • Programming skills are required. • Knowledge of Natural Language Processing and Argumentation is preferred. • Fluent English required, both oral and written. French is appreciated but not mandatory. -- Application process -- Apply by sending an email directly to the supervisors (Elena Cabrio <elena.cabrio(a)univ-cotedazur.fr> and Serena Villata <serena.villata(a)univ-cotedazur.fr>). Deadline for applications: *** February 16th, 2026 *** The application must include: - Curriculum vitæ. - Motivation Letter. - Academic transcripts of a master’s degree(s) or equivalent. - At least one letter of recommendation

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Second Call for Papers: The 1st Workshop on Computational Affective Science (CAS 2026), co-located with the Language Resources and Evaluation Conference (LREC) 2026
by Roman Klinger 26 Jan '26

26 Jan '26

CALL FOR PAPERS: The 1st Workshop on Computational Affective Science ---------------------------------------------------------------------------- Second Call for Papers: The 1st Workshop on Computational Affective Science (CAS 2026), co-located with the Language Resources and Evaluation Conference (LREC) 2026 in Palma de Mallorca, Spain, May 11-16. Website: https://casworkshop.github.io/ Contact: <cas-workshop(a)googlegroups.com> We invite submissions to the first Workshop on Computational Affective Science (CAS 2026), co-located with LREC 2026, on research related to the understanding of affect and emotions through language and computation. CAS 2026 will accept archival (long and short papers) as well as non-archival (extended abstracts) submissions. ------------ MOTIVATION ------------ Affect refers to the fundamental neural processes that generate and regulate emotions, moods, and feeling states. Affect and emotions are central to how we organize meaning, to our behavior, to our health and well-being, and to our very survival. Despite this, and even though most of us are intimately familiar with emotions in everyday life, there is much we do not know about how emotions work and how they impact our lives. Affective Science is a broad interdisciplinary field that explores these and related questions about affect and emotions. Since language is a powerful mechanism of emotion expression, there is a growing use of language data and advanced natural language processing (NLP) algorithms to shed light on fundamental questions about emotions. The Workshop on Computational Affective Science (CAS) aims to be a dedicated venue for work focused specifically on the link between NLP and affective science. Interdisciplinary Scope: The workshop takes an interdisciplinary approach to affective science and aims at bringing together NLP researchers, scientists, and theorists from many research areas, including psychology, sociology,, neuroscience, and philosophy. Although work in sentiment analysis is decades old, this work often proceeds separately and in different fields from research and theory in affective science. Meanwhile, affective scientists in psychology, sociology, neuroscience and philosophy increasingly seek to use linguistic tools to shed light on the nature of emotions, moods, and feeling states. CAS is therefore co-organized by an interdisciplinary group of researchers (spanning NLP and affective science) to foment collaboration at this exciting frontier of research. ------------ SUBMISSIONS ------------ We invite long and short archival paper submissions, as well as non-archival extended abstracts on a broad range of topics at the intersection of affective science and natural language processing, including but not limited to: 1. The Nature of Affect and Computational Modeling of Emotions Computational experiments that add to our understanding of affect and emotions, including findings relevant to: - theories and nature of emotion - the biology or neuroscience of emotions - appraisal models - dimensional models (valence / arousal / dominance) - models of constructed emotion - cognitive-affective architectures - emotion dynamics (emergence, intensification, decay, transitions) - emotion granularity - emotion regulation - affective embodiment - evolutionary and developmental affect - emotion–cognition interactions These areas are relevant not just to human affect, but may also apply to data animals and artificial agents. 2. Affective Data and Resources Work on compiling and annotating affect-related information in text, speech, facial and bodily expression, and physiological signals (ECG, EEG, GSR, multimodal biosensing), with a focus on text data (monolingual or multilingual) and multimodal data suitable for an NLP venue. Data from underserved languages is especially encouraged. 3. Emotion Recognition, Prediction, and Inference At the instance level: - emotion classification (discrete emotions, dimensional ratings) - emotion intensity estimation - emotion cause detection - context-aware affect inference (culture, situation, social setting) - structured emotion analysis At the aggregate level: - creating emotion arcs - determining broad trends in emotions over time or across locations - tracking emotional responses toward entities of interest (e.g., climate change) - document-level and cross-document emotion analysis - labeling social networks 4. Applications Including but not limited to: - Affect and health, psychopathology, and mental disorders - Affect and behavior/social science (e.g., interpersonal affect, empathy, group-level affect, affect contagion, computational emotion regulation) - Affect and education - Affect and literature/narratives/digital humanities - Affect and commerce 5. Explainability and Interpretability in Computational Affective Models Work aimed at improving the transparency and interpretability of affective systems. This includes understanding how models represent and infer emotions and identifying key cues driving predictions. 6. Ethics, Fairness, Theory Integration, Philosophical Implications - Bias and generalizability of affective systems across demographics - Privacy and ethics in affective data collection - Examining whether automatic NLP systems rely on current and valid theories of affect and emotion - The implications of machines modeling or simulating affect - Societal considerations surrounding affective artificial agents ------------ IMPORTANT DATES ------------ Submission deadline: 16 Feb 2026 Notification of acceptance: 16 March 2026 Camera Ready Paper due: 30 March 2026 Workshop date: 16 May 2026 ------------ SUBMISSION DETAILS ------------ We invite submissions for archival long and short papers, as well as non-archival extended abstracts. Archival Track: Long Paper: Consists of up to 8 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. Short Paper: Consists of up to 4 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. Non-Archival Track: Extended Abstract: Up to 2 pages. ------------ SUBMISSION FORMAT ------------ All submissions must use the LREC 2026 template and follow the guidelines found at: https://lrec2026.info/authors-kit/ Mandatory Ethics Section: We ask all authors to include a section on Ethical Considerations in their submission, touching on the ethical concerns and broader societal impacts of the work. This discussion section will not count towards the page limit. ------------ SUBMISSION SITE ------------ All submissions must be made through the SoftConf portal: https://softconf.com/lrec2026/CAS ------------ ADDITIONAL DETAILS ------------ Website: https://casworkshop.github.io/ Attendance: The workshop will follow the attendance policy of the main conference (https://lrec2026.info/registration-policy/ ). ------------ ORGANIZERS ------------ Christopher Bagdon, University of Bamberg, Germany Krishnapriya Vishnubhotla, National Research Council Canada Kristen A. Lindquist, The Ohio State University, USA Lyle Ungar, University of Pennsylvania, USA Roman Klinger, University of Bamberg, Germany Saif M. Mohammad, National Research Council Canada ***Contact us at <cas-workshop(a)googlegroups.com> with any questions.***

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Call for papers and participation: the 9th Workshop on Event Extraction and Understanding: Challenges and Applications (EEUCA 2026) @ ACL 2026
by Ali Hurriyetoglu 26 Jan '26

26 Jan '26

The 9th Workshop on Event Extraction and Understanding: Challenges and Applications (EEUCA 2026) (formerly CASE) @ ACL 2026 Also, this year the EEUCA workshop continues the tradition of the eight previous editions of our workshop on challenges and applications of event extraction. Website: https://bit.ly/EEUCA2026 Submission page: https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/EEUCA Paper submission deadline: March 16, 2026 Pre-reviewed ARR commitment deadline: April 15, 2026 Notification of acceptance: April 28, 2026 Camera-ready paper due: May 12, 2026 Pre-recorded video due (hard deadline): June 4, 2026 Shared tasks and shared task papers: Start of the Competition: Dec 10, 2025 Eval Phase Start: Dec 10, 2025 Test Phase Start: Jan 15, 2026 Test Phase End: March 15, 2026 Paper Submission Deadline: March 28, 2026 Notification of acceptance: April 28, 2026 Camera-ready paper due: May 12, 2026 We invite work on all aspects of automated coding and analysis of events from mono- or multi-lingual text sources. This includes (but is not limited to) the following topics 1) Extracting events and their arguments in and beyond a sentence or document, event coreference resolution. 2) New datasets, training data collection and annotation for event information. 3) Event-event relations, e.g., subevents, main events, spatiotemporal relations, causal relations. 4) Event dataset evaluation in light of reliability and validity metrics. 5) Defining, populating, and facilitating event schemas and ontologies. 6) Automated tools and pipelines for event collection related tasks. 7) Lexical, syntactic, semantic, discursive, and pragmatic aspects of event manifestation. 8) Methodologies for development, evaluation, and analysis of event datasets. 9) Applications of event databases, e.g. early warning, conflict prediction, and policymaking. 10) Estimating what is missing in event datasets using internal and external information. 11) Detection of new event types, e.g. creative protests, cyber activism, COVID-19 related, terrorism, food safety, food security, climate change, extreme weather events, disasters. 12) Release of new event datasets, 13) Bias and fairness of the sources and event datasets. 14) Ethics, misinformation, privacy, and fairness concerns pertaining to event datasets. 15) Copyright issues on event dataset creation, dissemination, and sharing. 16) Cross-lingual, multilingual, and multimodal aspects in event analysis. 17) Exploiting LLMs in Event Extraction. 18) Generative AI and event reports: detecting AI-generated news, exploiting generative AI for creating event corpora, etc. Shared Task 1: Multimodal Identification of Vaccine Critical Content on Social Media This shared task focuses on detecting vaccine-critical stance in multimodal social media memes. Using the VaxMeme dataset of over 10,000 annotated memes, participants will develop models that jointly leverage visual and textual signals to classify a meme’s stance as pro-vaccine, vaccine-critical, or neutral. The task encourages research on cross-modal understanding, sarcasm, implicit messaging, and misinformation dynamics in public health discourse. External data and transfer learning are permitted, and submissions will be evaluated using macro-F1. All system description papers will be published in the ACL Anthology. Learn More: https://github.com/therealthapa/eeuca-vaccine Shared Task 2: Understanding Toxic Behavioral Intent in Gaming Chat Logs for Healthy Online Interaction This shared task tackles intent-level toxicity detection in online gaming communities using the GameTox dataset of 53,000 annotated chat utterances from World of Tanks. Participants will develop models that classify a player’s message into six fine-grained intent categories, including hate, threats, insults, extremism, and non-toxic communication. The challenge highlights contextual nuance, gaming slang, implicit aggression, and varied severity levels of toxicity. External datasets are allowed, and submissions are evaluated using macro-F1. All system description papers will be published in the ACL Anthology. Learn More: https://github.com/therealthapa/eeuca-toxicity Keep an eye on the workshop page that is being updated: https://bit.ly/EEUCA2026 and contact us for any inquiries (submission, collaboration, contribution, or just saying Hi! ). EEUCA Organization Committee

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The 33rd IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER 2026): Call for Participation
by Announce 24 Jan '26

24 Jan '26

*** Call for Participation *** The 33rd IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER 2026) 17-20 March, 2026, 5* St. Raphael Resort and Marina, Limassol, Cyprus https://conf.researchr.org/home/saner-2026 *** Early Registration Deadline: 13th February, 2026 (extended) *** The IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) is the premier event on the theory and practice of recovering information from existing software and systems. The event explores innovative methods to extract the many kinds of information that can be recovered from software, software engineering documents, and systems artifacts, and examines innovative ways of using this information in system renewal and program understanding. INVITED SPEAKERS Nicole Novielli and Alexander Serebrenik are the keynote speakers of SANER 2026. More details: https://conf.researchr.org/info/saner-2026/keynotes REGISTRATION Registration is open. Please visit: https://conf.researchr.org/attending/saner-2026/registration+ *** Early registration till 13th February, 2026 (extended) *** If you have not yet registered, there is still time to register at the reduced rate. Special rates for IEEE members and for students. The conference organisation is able to provide visa support letters to attendees that require visa. VENUE SANER 2026 is taking place in Limassol, Cyprus. St. Raphael Resort is located on one of the most renowned beaches in Limassol, only a short coastal drive from the lively centre of town, approximately 10 minutes away. PROGRAM OVERVIEW SANER 2026 workshops take place on 17th March and the main conference between 18th and 20th of March. SANER 2026 features many tracks with talks in different areas of Software Analysis, Evolution and Reengineering. • Research Track (47 papers) • Industrial Track (19 papers) • Early Research Achievement Track (15 papers) • Short Papers and Posters Track (19 papers) • Reproducibility Studies and Negative Results Track (4 papers) • Tool Demo Track (13 papers) • Journal First Papers (18 papers) • Registered Report Track (5 papers) • Workshops (7 workshops) • Tutorials (1 tutorial) WORKSHOPS - SQA4AI – Software Quality Assurance for Artificial Intelligence Workshop https://sqa4ai-ws.github.io/ - Greenvolve – The Green Software Evolution Workshop https://greenvolve.github.io/ - Fairness 2026 – 2nd International Workshop on Fairness in Software Systems https://fairnessworkshop.github.io/ - F-TRANSFER – Facilitating Continuous Education and Training Through AI in SE https://www.cs.ubbcluj.ro/~avescan/f-transfer-2026/ - IWBOSE 2026 – Ninth International Workshop on Blockchain Oriented Software Engineering https://www.agile-group.org/iwbose2026/ - VST 2026 – 9th Workshop on Validation, Analysis and Evolution of Software Tests https://vstworkshop.github.io/vst2026/ - MSR4P&S 2026 – 4th International Workshop on Mining Software Repositories Applications for Privacy and Security https://msr4ps.github.io/ ORGANISING COMMITTEE General Chair • Georgia Kapitsaki, University of Cyprus, Cyprus Local Organizing Chair • George Angelos Papadopoulos, University of Cyprus, Cyprus Program Chairs • Eunjong Choi, Kyoto Institute of Technology, Japan • Matthias Galster, University of Canterbury, New Zealand Industrial Chairs • Anne Etien, University of Lille, France • Tushar Sharma, Dalhousie University, Canada ERA Chairs • Mairieli Wessel, Radboud University, Netherlands • Christoph Treude, Singapore Management University, Singapore Short Papers and Posters Chairs • Eleni Constantinou, University of Cyprus, Cyprus • Sandro Schulze, Anhalt University of Applied Sciences, Germany RENE Chairs • Apostolos Ampatzoglou, University of Macedonia, Greece • Sebastian Proksch, Delft University of Technology, Netherlands Workshop/Tutorial Chairs • Marcelo De Almeida Maia, Federal University of Uberlandia, Brazil • Juri Di Rocco, University of L'Aquila, Italy Journal-First Chairs • Luigi Lavazza, Università degli Studi dell'Insubria, Italy • Yuxia Zhang, Beijing Institute of Technology, China Registered Report Chairs • Sherlock A. Licorish, University of Otago, New Zealand • Sebastiano Panichella, Zurich University of Applied Science, Switzerland Tool Demo Chairs • Maliheh Izadi, Delft University of Technology, Netherlands • Roberto Verdecchia, University of Florence, Italy Diversity, Inclusion, and Newcomers Chairs • Catia Trubiani, Gran Sasso Science Institute, Italy • Aldeida Aleti, Monash University, Australia Proceedings Chair • Raula Gaikovina Kula, Osaka University, Japan Most Influential Paper Award Chairs • Alexander Chatzigeorgiou, University of Macedonia, Greece • Michele Lanza, Software Institute - USI, Lugano, Switzerland Sustainability Chair • Maria Papoutsoglou, University of Cyprus, Cyprus Financial Chair • Constantinos Pattichis, University of Cyprus, Cyprus Publicity and Social Media Chair • Erina Makihara, Ritsumeikan University, Japan

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Second CFP: Workshop on Challenges in Processing South Asian Languages @LREC 2026
by Kengatharaiyar Sarveswaran 24 Jan '26

24 Jan '26

===apologies for cross-postings=== *CHiPSAL: **Second Call For Papers* *Second Workshop on Challenges in Processing South Asian Languages* We are pleased to announce the *Second Workshop on Challenges in Processing South Asian Languages (CHiPSAL 2026)*, to be held in *hybrid mode on 16 May 2026*, co-located with *LREC 2026*. CHiPSAL 2026 invites *substantial, original, and unpublished research* on all areas of natural language processing, language resources, and evaluation—covering spoken, signed, and multimodal language—as well as system demonstrations. We welcome long and short papers addressing challenges, resources, tools, and innovations for *South Asian languages*. Topics include, but are not limited to: - Encoding and Unicode issues - Orthographic complexities - Morphology and generation - Dialectal variation and standardisation - Code-mixing and multilingualism - Building linguistic resources - Speech recognition and synthesis - Technology for linguistic heritage preservation - Benchmarking models - Large language models for South Asian languages ------------------------------ *Important Dates (AoE)* - Submission Deadline: *20 February 2026* - Notification of Acceptance: *20 March 2026* - Camera-ready Papers:* 30 March 2026* - Workshop (Hybrid): *16 May 2026* ------------------------------ *Submission Guidelines* CHiPSAL 2026 accepts *oral*, *poster*, and *poster+demo* papers. - Short papers: 4 pages - Long papers: 8 pages (Excluding ethics/limitations, references, acknowledgements, and data/code availability statements) All submissions must: - Follow the *LREC 2026 stylesheet*: https://lrec2026.info/authors-kit/ - Be *fully anonymised* for double-blind review - Include required ethics/limitations and data/code availability statements - Be self-contained (no appendices or supplementary files at submission) - *Be relevant to South Asian language processing* Papers must report *original, unpublished work*. Concurrent submissions must be declared. Accepted papers will appear in the workshop proceedings. *Speakers* - *Monojit Choudhury*, Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi - *Usman Naseem*, School of Computing at Macquarie University, Australia *More Information* Workshop website: https://sites.google.com/view/chipsal/ <https://sites.google.com/view/chipsal/> *Associated Shared Tasks* CHiPSAL 2026 also hosts two shared tasks: *Multimodal Hate and Sentiment Understanding in Low-Resource Memes* https://sites.google.com/view/chipsal/shared-tasks_1/shared-task-1 *Multilingual ASR for South Asian Languages* https://sites.google.com/view/chipsal/shared-tasks_1/shared-task-2 *Workshop Organising Committee* - Kengatharaiyer Sarveswaran, University of Jaffna, Jaffna, Sri Lanka. - Ashwini Vaidya, Indian Institute of Technology, Delhi, India. - Bal Krishna Bal, Kathmandu University, Kathmandu, Nepal. - Surendrabikram Thapa, Virginia Tech, USA. - Tafseer Ahmed, Mohammad Ali Jinnah University, Karachi, Pakistan. Do not miss the opportunity to submit your work, strengthen the South Asian NLP community, and support the development of language technology in one of the world’s most populous and linguistically diverse regions. We look forward to your contributions. Best regards, *The CHiPSAL 2026 Organising Committee* -- *Dr Kengatharaiyer Sarveswaran (Sarves)* Senior Lecturer (Grade-I) in Computer Science Department of Computer Science Faculty of Science University of Jaffna Sri Lanka sarves.github.io

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Second CfP: The 2nd Workshop on Language-driven Deliberation Technology (DELITE) at LREC 2026
by Neele Falk 23 Jan '26

23 Jan '26

----------------------------------------------------------- Second Call for Papers: DELITE 2026 The 2nd Workshop on Language-driven Deliberation Technology Co-located with LREC 2026, Palma, Mallorca (Spain) ----------------------------------------------------------- OVERVIEW -------- Deliberation is ubiquitous: from navigating divergent interests in everyday personal life to reaching consensus in the political decision making process, deliberation describes the communicative process by which a group of people exchange ideas, weigh different arguments, and ultimately reach mutual understanding. In recent years, deliberative processes have gained momentum and shown to improve everyday and political decision-making. For the first time, technological solutions are maturing to the point that they can be deployed to support deliberation. The DELITE workshop provides a forum for presenting new advances in technology around deliberation by addressing researchers in Natural Language Processing, human-computer interaction, corpus linguistics, political science and philosophy, as well as stakeholders and domain experts involved in integrating such technology into decision-making processes. The topic is particularly timely in the age of LLMs and collective intelligence, which has heightened the awareness of the public to the potentials and drawbacks of language technology. While LLMs are transforming the way that much AI research is carried out, it is becoming clear that handling natural argumentation, particularly the sort of discussion found in deliberative settings, presents deep challenges for LLMs that are not likely to be overcome soon. The complex pragmatic structure of such discussions, the subjectivity of the phenomena involved (emotions, storytelling), nuanced presentation, framing and reframing of ideas, and resolution of differences of opinion all lay many orders of magnitude beyond the current parameterization spaces of such models. We view deliberation as an exercise in Collective Intelligence—the enhanced capacity of groups to make decisions due to collaboration and structured interaction. AI systems should augment and never replace human deliberation, by supporting facilitators, providing discussion summaries, and amplify/enact diversity in group decision making processes. TOPICS OF INTEREST ------------------ We welcome submissions that address the gaps facing this nascent field, including the scarcity of data on large-scale deliberation, the need for stakeholder requirements, and the need for technology that fosters trust. Topics include, but are not limited to: * Deliberation theory in NLP models * In-domain versus across domain resources * Integrating language systems into deliberation processes and interfaces * Technological solutions for online deliberation at scale * Argument mining for deliberation scenarios * Visualizing language systems results for human sensemaking * Empirical foundations for evaluation * Integrating and reflecting on recent advances in LLMs for deliberation scenarios * Collective Intelligence frameworks for deliberation at scale * Human-AI collaboration in group decision-making * Explainability, ethical questions, and addressing bias APPLICATION AREAS ----------------- We welcome submissions from all areas of application, including public policy making, democratic innovations, deliberative democracy, political decision making, citizen engagement and co-creation, intelligence services and military, conflict resolution/mitigation, case analysis in healthcare, legal decision making, and scholarly discourse. SUBMISSION ---------- DELITE 2026 introduces new submission formats to foster diversity and inclusion, specifically opening the venue to junior researchers and fields where conference papers are not standard (e.g., Social Sciences). * Standard Papers: Oral and poster presentations of long and short papers. * Extended Abstracts (non-archival): A new format designed to be inclusive of researchers from fields where conference papers are not standard (e.g., Social Sciences). * PhD Project Proposals: A non-archival submission option allowing doctoral students to collect feedback on their research plans without the pressure of a full-fledged publication. * Non-Archival Reports: Poster presentations of non-archival reports of ongoing projects to serve community building. Standard papers must describe original (completed or in progress) and unpublished work. These papers can be long (8 pages, excluding references) or short (4 pages, excluding references) and must be anonymized to support double-blind reviewing, i.e., they must not include authors’ names and affiliations and should avoid links to non-anonymized repositories. Standard papers that do not conform to these requirements will be rejected without review. Extended abstracts and non-archival papers must be at most 2 pages, excluding references and an additional page as an appendix for tables/figures. Submission of all papers is electronic, using the Softconf START conference management system. Papers must follow the LREC 2026 two-column format, using the supplied official style files. The templates can be downloaded from the Style Files and Formatting page provided on the website. Please do not modify these style files, nor should you use templates designed for other conferences. Submissions that do not conform to the required styles, including paper size, margin width, and font size restrictions, will be rejected without review. Submission link:https://softconf.com/lrec2026/DELITE2026/ The LRE 2026 Map and the "Share your LRs!" initiative ------------------------------------------------------ When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e., also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones)". IMPORTANT DATES --------------------- * Archival paper submission: 19 February 2026 * Non-archival paper submission: 2 March 2026 * Notification of acceptance: 16 March 2026 * Camera-ready: 30 March 2026 * Workshop day: 16 May 2026 WORKSHOP ORGANIZERS ------------------- * Lucas Anastasiou, The Open University, UK * Katarina Boland, Heinrich Heine University Düsseldorf, Germany * Anna De Liddo, The Open University, UK * Neele Falk, University of Stuttgart, Germany * Annette Hautli-Janisz, University of Passau, Germany * Gabriella Lapesa, GESIS Leibniz Institute for the Social Sciences, Germany & Heinrich-Heine University of Düsseldorf, Germany * Julia Romberg, GESIS Leibniz Institute for the Social Sciences, Germany CONTACT --------------------- e-mail:lucas.anastasiou@open.ac.ukwebsite:https://idea.kmi.open.ac.uk/the-2nd-workshop-on-language-driven-deliberation-technology/ ---------------------

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2nd CfP: NLPerspectives – The 5th Workshop on Perspectivist Approaches to NLP
by Abercrombie, Gavin 22 Jan '26

22 Jan '26

2nd Call for papers: NLPerspectives – The 5th Workshop on Perspectivist Approaches to NLP Collocated with LREC in Palma de Mallorca https://nlperspectives.di.unito.it/<https://nlperspectives.di.unito.it/w/4th-workshop-on-perspectivist-approach…> Important Dates * February 27: Paper submission * March 20: Notification of acceptance * March 30: Camera-ready papers due * May 12, 2026: NLPerspectives workshop at LREC NLPerspectives Until recently, language resources supporting many tasks in Natural Language Processing (NLP) and other areas of Artificial Intelligence (AI) have been based on the assumption of a single ‘ground truth’ label sought via aggregation, adjudication, or statistical means. However, the field is increasingly focused on subjective and controversial tasks, such as quality estimation or abuse detection, in which multiple points of view may be equally valid (for a complete overview see Frenda et al., 2024). Data Perspectivism is a proposed solution to deal with subjectivity (Cabitza et al., 2023). Perspectivist approaches leverage human label variation (Plank, 2022; Sorensen et al., 2024) to better account for user diversity (Prabhakaran et al., 2021) and adopt evaluation strategies capable of embracing disagreement (Uma et al., 2021, Lo et al., 2025, Leonardelli et al., 2025). In the previous editions of the workshop, different aspects of perspectivist NLP were discussed, including ties to participatory design, personalisation, computer vision, and multimedia research and multicultural awareness in modelling. The fifth edition of the workshop will widen the discussed methodology to include not only current and ongoing work on collecting non-aggregated datasets, mining and modelling perspectives, but also approaches to evaluation of perspectivist models, looking in particular at their application in real-world scenarios. In addition, it will involve techniques from social science and Human-Computer Interaction, such as participatory approaches and how they can be implemented at all stages of the supervised learning pipeline. The NLPerspectives workshop will be co-located with the fifteenth biennial Language Resources and Evaluation Conference (LREC) held at the Palau de Congressos de Palma in Palma de Mallorca, Spain, on 11-16 May 2026. Submissions When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). In addition, authors will be required to adhere to ethical research policies on AI and should include an ethics statement in their papers. The papers should be submitted as a PDF document, conforming to the formatting guidelines provided in the call for papers of the LREC conference. Templates are provided here<https://lrec2026.info/authors-kit/>. We accept three types of submissions: * Regular research papers; * Non-archival submissions: like research papers, but will not be included in the proceedings; * (Non-archival) research communications: 1-page abstracts summarising relevant research published elsewhere. NLPerspectives will also accept submissions that have been rejected from ACL rolling review, provided they are accompanied by their reviews, and they fit the topic of the workshop. Research papers (archival or non-archival) may consist of up to 8 pages of content. Research communications may consist of up to 1 pages of content. Please make submissions at https://softconf.com/lrec2026/NLPerspectives Topics We invite original research papers from a wide range of topics, including but not limited to: * Non-aggregated data collection and annotation frameworks * Descriptions of corpora collected under the perspectivist paradigm * Multi-perspective Modelling and Machine Learning * Evaluation of multi-perspective or disagreement aware models * Multi-perspective disagreement as applied to NLP evaluation * Fairness and inclusive modelling * Perspectivist approaches for social good * Applications of multi-perspective modelling * Computing with (dis)agreement * Perspectivist Natural Language Generation * Perspectivism in multimodal AI * Foundational aspects of perspectivism * Participatory approaches and human label variation * Opinion pieces and reviews on perspectivist approaches to NLP * Capabilities of Perspectivist Models in Real-World Systems Submissions are open to all, and are to be submitted anonymously (and must conform to the instructions for double-blind review). All papers will be refereed through a double-blind peer review process by at least three reviewers, with final acceptance decisions made by the workshop organisers. Scientific papers will be evaluated based on relevance, significance of contribution, impact, technical quality, scholarship, and quality of presentation. Attendance The workshop will follow the attendance policy<https://lrec2026.info/registration-policy/> of the main conference. Workshop organisers: Gavin Abercrombie, Heriot-Watt University Valerio Basile, University of Turin Davide Bernardi, Amazon Alexa Shiran Dudy, Northeastern University Simona Frenda, Heriot-Watt University Elisa Leonardelli, Fondazione Bruno Kessler Contact us at g.abercrombie(a)hw.ac.uk if you have any questions. Website: https://nlperspectives.di.unito.it/ ________________________________ Founded in 1821, Heriot-Watt is a leader in ideas and solutions. With campuses and students across the entire globe we span the world, delivering innovation and educational excellence in business, engineering, design and the physical, social and life sciences. This email is generated from the Heriot-Watt University Group, which includes: 1. Heriot-Watt University, a Scottish charity registered under number SC000278 2. Heriot- Watt Services Limited (Oriam), Scotland's national performance centre for sport. Heriot-Watt Services Limited is a private limited company registered is Scotland with registered number SC271030 and registered office at Research & Enterprise Services Heriot-Watt University, Riccarton, Edinburgh, EH14 4AS. The contents (including any attachments) are confidential. If you are not the intended recipient of this e-mail, any disclosure, copying, distribution or use of its contents is strictly prohibited, and you should please notify the sender immediately and then delete it (including any attachments) from your system.

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Second CfP: Social Context (SoCon) and Integrating NLP and Psychology to Study Social Interactions (NLPSI)
by Neele Falk 22 Jan '26

22 Jan '26

------------------------------------------------------------------- Joint Call for Papers Social Context (SoCon) and Integrating NLP and Psychology to Study Social Interactions (NLPSI) Co-located with LREC 2026, Palma, Mallorca (Spain) ------------------------------------------------------------------- Workshop day: May 12, 2026 Deadline for paper submission: February 16, 2026 Website: https://socon-nlpsi.github.io Contact: socon-nlpsi-workshop-organizers.nlproc(a)uni-bamberg.de OVERVIEW ------------------------------------------------------------------- Natural Language Processing has evolved significantly, enabling the modeling of high-level aspects of human communication. Relevant topics include pragmatics, social dynamics, and the integration of social context to better understand communicative intent. The SoCon and NLPSI workshops share a focus on the social dimensions of communication, while addressing distinct challenges. The Social Context Workshop explores how context shapes language use, seeking interdisciplinary collaboration across NLP, Pragmatics, Sociolinguistics, and Sociology. It aims to develop shared terminology and promote community-centered approaches as alternatives to traditional crowdsourcing. The NLPSI Workshop focuses on psychological processes shaping human communication, including how individuals perceive, process, and produce language. It welcomes interdisciplinary work from NLP, Social Psychology, and Affective Computing, with an emphasis on large-scale studies. TOPICS ------------------------------------------------------------------- This joint Call for Papers contains two tracks, SoCon and NLPSI. Authors should choose the track that best matches their contribution. SoCon Track "Towards Responsibly Infusing NLP with Social Context, Community Meanings, and Pragmatics Through Interdisciplinary NLP Efforts." Topics include, but are not limited to: * Interdisciplinary methods for modeling context, integrating NLP with pragmatics and social sciences * Studying social communities and how to engage with communities of practice and speech communities * Ethical challenges in resource creation, including participatory design involving relevant communities * Explaining behaviors in social interactions through models of social attitudes shaped by backgrounds, contexts, and triggering events Contact for SoCon track: social-context-workshop(a)googlegroups.com NLPSI Track "Bridging the gap between NLP and psychological insights to foster a deeper understanding of social interactions." Topics include, but are not limited to: *Psychological constructs (beliefs, motives, feelings, affect, personality) *Psychological studies, especially those focused on interaction *Communication patterns such as empathy, persuasion, and conflict resolution *The role of emotions in interpersonal communication, such as emotion contagion and interpersonal emotion regulation Contact for NLPSI track: nlpsi-workshop-organizers.nlproc(a)uni-bamberg.de SUBMISSION TYPES ------------------------------------------------------------------- * Long papers (up to 8 pages) presenting original research, from preliminary to established contributions * Short papers (up to 4 pages) presenting emerging ideas or early-stage research * Extended abstracts(non-archival, up to 2 pages): a new format designed to be inclusive of researchers from fields where conference papers are not standard (e.g., Social Sciences). Extended abstracts are not included in conference proceedings. SUBMISSION GUIDELINES ------------------------------------------------------------------- Submissions will be double-blind reviewed. Papers must follow the LREC templates (LaTeX, Word, Open Office, Overleaf). Page limits apply only to the main content; limitations, ethics, acknowledgements, references, and appendices do not count. Submission via Softconf: https://softconf.com/lrec2026/SoConNLPSI/ Authors must indicate resources used or created (data, tools, technologies, evaluation kits). ELRA encourages sharing of language resources to support reuse and replicability. Authors must follow ethical AI research policies and include an ethics statement. WORKSHOP FORMAT ------------------------------------------------------------------- The workshop follows LREC’s attendance policy. It will be a full-day hybrid event with keynotes and paper presentations (oral and lightning talks). IMPORTANT DATES ------------------------------------------------------------------- Paper submission deadline: February 16, 2026 Notification of acceptance: March 23, 2026 Camera-ready deadline: March 30, 2026 Workshop day: May 12, 2026 ORGANIZERS ------------------------------------------------------------------- SoCon Marco Antonio Stranisci, Turin University Soda Marem Lo, Turin University Sabine Weber, Bamberg University Rossana Damiano, Turin University Simona Frenda, Heriot-Watt University Roman Klinger, University of Bamberg Viviana Patti, Turin University Marteen Sap, Carnegie Mellon University Seid Muhie Yimam, University of Hamburg NLPSI Aswathy Velutharambath, University of Bamberg Sofie Labat, Ghent University Neele Falk, University of Stuttgart Flor Miriam Plaza-del-Arco, Bocconi University Roman Klinger, University of Bamberg Véronique Hoste, Ghent University Bennett Kleinberg, Tilburg University

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2nd Call for Papers: LREC Workshop: Leveraging Derived Text Formats to Unlock Copyrighted Collections for Open Science
by Thorsten Trippel 22 Jan '26

22 Jan '26

LREC Workshop: Leveraging Derived Text Formats to Unlock Copyrighted Collections for Open Science Palma de Mallorca 2nd Call for Papers The workshop Leveraging Derived Text Formats to Unlock Copyrighted Collections for Open Science will be held at the Language Resources and Evaluation Conference (LREC 2026). Derived Text Formats (DTF), also known as extracted features, offer a promising solution for enabling research on textual data that cannot be shared in its original form due to copyright or privacy restrictions. This workshop brings together researchers, legal experts, and infrastructure providers to explore the creation, standardization, legal framing, and scientific use of derived data in linguistics, digital humanities, and language technology. We invite contributions from the community that address practical experiences, challenges, and solutions related to: * The creation and processing of DTF * Legal and ethical considerations in publishing derived data * Use cases from digital humanities, linguistic research, corpus linguistics, or NLP * Infrastructure and tools supporting DTF flows * Standardization efforts (e.g., TEI, SynAF, MAF, ISO standards) The workshop will be held as a hybrid event. The exact workshop date will be communicated in due time. Submission Format Submissions should be 4 to 8 pages in length (excluding references and potential Ethics Statements). Submissions should follow the LREC stylesheet, available on the conference website on theAuthor’s kit page <https://lrec2026.info/authors-kit/> at https://lrec2026.info/authors-kit/. Submissions will be reviewed by the workshop organizers and the programme committee. Important Dates * Submission Deadline: 20 February 2026 * Reviewing period: 21 February 2026 – 10 March 2026 * Notification of Acceptance: 11 March 2026 * Camera Ready paper submission Deadline: 30 March 2026 * Workshop Date: 11, 12 or 16 May, 2026 Submission Submissions will be handled via the submission system Softconf <https://softconf.com/lrec2026/DTF> at https://softconf.com/lrec2026/DTF. When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones) Workshop Organisers * Florian Barth, Göttingen State and University Library * Keli Du, University of Trier * José Calvo Tello, Göttingen State and University Library * Philippe Genêt, German National Library * Piroska Lendvai, Bavarian Academy of Sciences and Humanities * Christof Schöch University of Trier * Thorsten Trippel, University of Tübingen and Leibniz-Institut für Deutsche Sprache Programme Committee tba Contact For questions, please contact:dtf-at-lrec2026@googlegroups.com <mailto:dtf-at-lrec2026@googlegroups.com> Updates For updates, see https://text-plus.org/en/aktuelles/veranstaltungen/2026-05-12-lrec-dtf/

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NLDB 2026 Call for papers
by elena_cabrio 22 Jan '26

22 Jan '26

*Call for papers:* *NLDB 2026: 31st Annual International Conference on Natural Language & Information Systems* 17-19 June 2026 | Norwegian University of Science and Technology | Trondheim, Norway Website: https://www.ntnu.edu/nldb2026/ * /Objectives:/* Recent advances in AI have increased the expectations for users when it comes to information access systems. With powerful LLMs, users engage with information using natural language instead of artificial query languages. At the same time, this raises not only technical but also ethical concerns, such as sustainability, reliability, and privacy. NLDB has established itself as a venue to discuss precisely the intersection of natural language and information systems. We invite researchers and practitioners to contribute. /*Important Dates:*/ Paper Submission: 6 February 2026, Anywhere on Earth Author Notification: 20 March 2026 Camera-ready Deadline: 2 April 2026 /*Topics of Interest include (but are not limited to):*/ - Multimodality - AI safety and ethics - Interactivity and Natural Language Interfaces - Social Media and Web Data - eXplainable AI - Interpretability and Model Analysis in NLP - Generative models, Large Language Models - Information Retrieval and Text Mining - Discourse and Pragmatics, Sentiment Analysis, Argument Mining - Question Answering, Dialogue, and Interactive Systems - NLP Applications - Efficient/Low-resource methods in NLP - Big Data and Scalability * /Paper Submission/* Detailed instructions covering formatting, submission procedures, and all relevant requirements are available on the conference website. Submission system: Manuscripts must be submitted in PDF format via Microsoft CMT: https://cmt3.research.microsoft.com/NLDB2026/ Author guidelines: Authors should follow the LNCS format. Submissions that do not adhere to these requirements will be desk-rejected. Paper categories and length limits: - Full papers: up to 15 pages, including references and appendices - Short papers: up to 11 pages, including references and appendices - Demo papers: up to 6 pages, including references

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Call for registration: Social Media Access Days, March 17-19
by Tatjana Scheffler 22 Jan '26

22 Jan '26

Dear colleagues, The Social Media Access Days are concerned with sustainable archiving, indexing and access to social media data for research and infrastructure. Registration for the Social Media Access Days is now open: https://www.eventbrite.com/e/social-media-access-days-tickets-1973758115656… The conference, entitled ‘Social Media Data between Research and Infrastructure – Sustainable Archiving, Indexing and Provision’, will take place from 17 to 19 March 2026 at the German National Library in Frankfurt am Main, Germany. Keynote: Prof Axel Bruns (Queensland University of Technology, Brisbane) “Nearly a decade after the APIcalypse: Where are we now on social media access?" All information and the full program are available here: https://www.dnb.de/EN/smad We look forward to your participation. Warm regards on behalf of the programme committee Tatjana Scheffler --- Tatjana Scheffler (she/her) GB 5/157 Ruhr-Universität Bochum Digital Forensic Linguistics Fakultät für Philologie, Germanistisches Institut Universitätsstraße 150 44780 Bochum Germany Mail: tatjana.scheffler(a)rub.de Web: http://staff.germanistik.rub.de/digitale-forensische-linguistik/ Mastodon: https://fediscience.org/@tschfflr Tel.: +49 234 32-21471

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Job: Research Chair in Artificial Intelligence, University of Manitoba, Canada
by Tristan Miller 21 Jan '26

21 Jan '26

Dear all, The University of Manitoba's Department of Computer Science invites international applications for a Canada Impact+ Research Chair in Artificial Intelligence, to be appointed to the rank of Full Professor or Associate Professor. Chairholders will awarded up to $8 million over eight years ($1 million per year), with the potential for a four-year extension at 50% of the initial award value per year. The focus of this position is Human-Centered Artificial Intelligence, specifically systems and methods that are designed, evaluated, and deployed with a focus on human values, needs, behaviours, and social contexts. Applications from those in natural language processing, provided their research aligns with this focus, are welcome. The full posting is reproduced below, and is also available on the UM Careers Portal at <https://viprecprod.ad.umanitoba.ca/DEFAULT.ASPX?REQ_ID=43775>. For more information, please contact Kellee Strom: Kellee.Strom(a)umanitoba.ca Sincerely, Tristan Miller Canada Impact+ Research Chair in Artificial Intelligence Full Time, Tenured Department of Computer Science, University of Manitoba Position #: 37369 and 37370 Expected start date of appointment: Within 12 months of the award date (September 2026). The Department of Computer Science in the Faculty of Science at the University of Manitoba invites applications for a Canada Impact+ Research Chair in Artificial Intelligence. A Canada Impact+ Research Chair is one of the most prestigious international awards globally, providing Chairholders and their research teams with an award of up to $8 million over eight years ($1 million per year). In addition, there is potential for a four-year extension at 50% of the initial award value per year. This extension will be determined by an external review in Year 7 of the award. Successful nominees will be expected to start their position at the University of Manitoba within 12 months of accepting the award. The successful candidate will be appointed to a full-time tenured position at the rank of Full Professor, or at the rank of Associate Professor with an opportunity to apply for promotion to Full Professor within two years of starting their appointment. Salary and tenure status will be based on the candidate's qualifications and experience, in accordance with the University of Manitoba Faculty Association collective agreement. The position will be provided with a start-up package and opportunities to compete for additional equipment funding through the Canada Foundation for Innovation (CFI). The Canada Impact+ Research Chair Program The Canada Impact+ Research Chairs (Impact+) program is a new initiative funded by the Government of Canada to attract world-leading researchers to Canadian universities whose work addresses critical national and global challenges. Impact+ chairholders must advance ambitious and transformative projects in one or more of Canada's strategic priority areas, build and maintain exceptional research teams, and collaborate with partners across sectors and borders. Canada's strategic priority areas are: Advanced digital technologies (including artificial intelligence, quantum and cybersecurity); Health, including biotechnology; Clean technology and resource value chains; Environment, climate resilience and the Arctic; Food and water security; Democratic and community resilience; Manufacturing and advanced materials; and Defence and dual-use technologies. Impact+ chairholders are expected to drive the translation of discoveries into applications, commercialization and social and economic benefits for Canada and the world, while also developing the next generation of highly qualified personnel. Please consult the Canada Impact+ Research Chairs website <https://www.canada.ca/en/impact-plus-chairs/program-details/competition/202…> for full program information, including further details on eligibility criteria and application requirements. Applicants must have a recent track record of research accomplishments and significant interest in making new contributions to Canada. Only candidates who are internationally based (both working and residing outside of Canada) at the time of the first intake application deadline (March 24, 2026) are eligible to apply. The focus of this position is Human-Centered Artificial Intelligence, specifically systems and methods that are designed, evaluated, and deployed with a focus on human values, needs, behaviours, and social contexts. Areas of interest include, but are not limited to: explainability, accountability, trust, and transparency; health, education, and civic engagement; embodied, robotic, and social intelligence; human-robot interaction, human-AI collaboration, and decision support systems; AI for science and scientific discovery. While this is a research-intensive position, the successful candidate will also contribute to educating undergraduate and graduate students through teaching and mentorship in the Department of Computer Science, and participate in academic service activities to the Department, Faculty, or University. Teaching experience in Machine Learning, Language Models, Digital Systems, and related areas is an asset. The successful applicant will have access to core resources within the faculty, including Grex, the University of Manitoba high-performance computing system, as well as collaboration opportunities with research institutes including the Institute for Global Public Health and the Manitoba Institute for Materials. Within the department, the successful applicant will have the opportunity to collaborate with established research clusters including the CORE AI group; the GADA lab, HCI and HRI, Digital Agriculture, Security, Software Engineering, and others. Interdisciplinary collaborators across Engineering, Medicine, Law, Ethics, and Arts provide the potential for broad-reaching investigations. The appointment is dependent on a successful Canada Impact+ Research Chair Award, and the two-stage process of this appointment is: 1. Applicants must apply to this University of Manitoba advertisement for review and endorsement, and 2. The successful candidate will then prepare the required nomination package, with the support of the Office of the Vice President (Research & International) at the University of Manitoba. Completed nomination packages will be submitted to the Tri-agency Institutional Programs Secretariat (TIPS) as part of the national Impact+ Program's application process. An academic appointment at UM is dependent on a successful review by the multidisciplinary selection committee and approval by the TIPS Steering Committee. Computer Science and the University of Manitoba The Department of Computer Science currently has 26 full-time tenured and tenure track research faculty and 10 full-time instructors. We offer a full range of both undergraduate and graduate programs in Computer Science, including Joint Honours programs with Mathematics, Physics and Astronomy, Statistics, and Data Science. Further information about the Department is available at umanitoba.ca/science/computer-science Join us in advancing the fight against cancer, rare diseases, and infectious diseases, leading global public health efforts at scale in Asia and Africa, connecting to the Arctic, opening a new maritime trade route, working alongside Indigenous partners, enhancing defence and security in the North, developing materials for green energy and the digital economy, and making Canadian agriculture more globally competitive and sustainable. UM's Strategic Research Themes <https://umanitoba.ca/research/strategic-research-plan> are: * Foundations * Social Justice and Human Rights * Research by, with, and for Indigenous Peoples * Water and Food Security * Health and Well-being * Climate Action and Sustainability * Manitoba, Hudson Bay, Arctic, and the World Please consult the Change Trough Research University of Manitoba Strategic Research Plan 2024-2024 <https://umanitoba.ca/research/sites/research/files/2024-07/university-of-ma…> for further information about these Research Themes. The Application Process Applicants must apply to this University of Manitoba advertisement through the UM Careers portal <https://umanitoba.ca/careers/> for review and endorsement and clearly state the application position number in the cover letter. Applicants should upload their cover letter separately, their curriculum vitae separately, and then combine their research plan, teaching statement, personal statement and a list of three referees into a single PDF file and upload it under ‘Additional Documentation' when applying in UM Careers. If you experience any difficulties accessing UM Careers, please contact Kellee Strom Kellee.Strom(a)umanitoba.ca, for assistance. Further details on the application materials are: * a concise cover letter describing suitability for the position * a curriculum vitae (including examples of significant research contributions) * a research plan (3 page maximum) outlining an independent, innovative research program, and its potential to attract funding and contribute to student training * a teaching statement (1/2 page) that documents the applicant's experience in and/or approach to training and mentoring diverse students and the candidate's teaching philosophy * a personal statement reflecting on the applicant's positionality, demonstrated commitment, and approach to issues pertaining to anti-racism and social justice (including principles of equity, access, and participation) in the following areas: teaching, research, and service * the names and contact information of three referees A review of applications will begin Feb 20 2026, and will continue until the position is filled. Application materials, including letters of reference, will be handled in accordance with the protection of privacy provision of The Freedom of Information and Protection of Privacy Act (Manitoba). Please note that curriculum vitae may be provided to participating members of the search process. Equity, Diversity and Inclusion Considerations Equity, diversity and inclusion are embedded as foundational principles in Impact+ objectives, expected outcomes and reporting requirements of the competition. The three agencies expect that institutions and chairholders will demonstrate and implement the highest EDI standards for the duration of their award. UM is committed to these principles and to promoting opportunities in hiring, promotion and tenure (where applicable) for systemically marginalized groups who have been excluded from full participation at UM and the larger community including Indigenous Peoples, women, racialized persons, persons with disabilities and those who identify as 2SLGBTQIA+ (Two Spirit, lesbian, gay, bisexual, trans, questioning, intersex, asexual and other diverse sexual identities). The Canada Impact+ Research Chair nomination selection committee will receive equity training that includes instruction on how to recognize and combat unconscious, implicit, overt, prejudicial and other kinds of bias. The University acknowledges the potential impact that Career Interruptions and Personal Circumstances can have on an applicant's record of research achievement. We encourage applicants to explain the impact of any such interruption(s) in their submission. Measures will be taken to ensure that these leaves will be taken into careful consideration during the evaluation process. Live and Work where the Red and Assiniboine Rivers Meet The City of Winnipeg <http://www.tourismwinnipeg.com/>, located where the Red and Assiniboine Rivers meet, is recognized for its vibrant, multicultural community and diverse culture. The city, with a growing population of more than 766,000, is home to internationally renowned festivals, galleries and museums, the historic Exchange District and The Forks, and ever-expanding research, education, and business sectors. From the Hudson Bay waters, across the farmland fields, to the pulse of the cities and towns, The Province of Manitoba's <http://www.travelmanitoba.com/> people and places – its 100,000 lakes, 92 provincial parks, winding river valleys and storied prairie skies – inspire. Additional information: The University of Manitoba is a driving force of innovation, discovery and advancement. Our momentum is propelled by our campus community – UM faculty, staff and students whose determination and curiosity shape our world for the better. Our teaching, learning and work environment is uniquely strengthened and enriched by Indigenous perspectives. With two main campuses in Winnipeg, satellite campuses throughout Manitoba, and world-wide research, UM's impact is global. Discover outstanding employee benefits, experience world-class facilities and join a dynamic community that values reconciliation, sustainability, diversity, and inclusion. We are one of Manitoba's Top Employers and one of Canada's Best Diversity Employers. At the University of Manitoba, what inspires you can change everything. The University of Manitoba is committed to the principles of equity, diversity & inclusion and to promoting opportunities in hiring, promotion and tenure (where applicable) for systemically marginalized groups who have been excluded from full participation at the University and the larger community including Indigenous Peoples, women, racialized persons, persons with disabilities and those who identify as 2SLGBTQIA+ (Two Spirit, lesbian, gay, bisexual, trans, questioning, intersex, asexual and other diverse sexual identities). If you require accommodation supports during the recruitment process, please contact UM.Accommodation(a)umanitoba.ca or 204-474-7195. Please note this contact information is for accommodation reasons only. Application materials, including letters of reference, will be handled in accordance with the protection of privacy provisions of "The Freedom of Information and Protection of Privacy Act" (Manitoba). Please note that curriculum vitae will be provided to participating members of the search process. -- Dr. Tristan Miller, Assistant Professor Department of Computer Science, University of Manitoba https://clam.cs.umanitoba.ca/ | Tel. +1 204 474 6792

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The Fifth Generation, Evaluation & Metrics Workshop (GEM@ACL'26): 2nd call for papers
by Simon Mille 21 Jan '26

21 Jan '26

Conference: GEM at ACL 2026, special Comic-Con edition! Date: July 3nd or July 4rd, 2026 Location: San Diego, California, USA Website: https://gem-workshop.com/ *Submission deadline: *March 19th (via Open Review <https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/GEM#tab-your-c…> ) Contact: gem-workshop-chairs(a)googlegroups.com Evaluation of language models has grown to be a central theme in NLP research, while remaining far from solved. As LMs have become more powerful, errors have become tougher to spot and systems harder to distinguish. Evaluation practices are evolving rapidly—from living benchmarks like Chatbot Arena to LMs being used as evaluators themselves (e.g., LM as judge, autoraters). Further research is needed to understand the interplay between metrics, benchmarks, and human-in-the-loop evaluation, and their impact in real-world settings. We will welcome submissions on a variety of topics and encourage themed presentations and posters! See Website <https://gem-workshop.com/> for more information. *Submissions* through Open Review <https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/GEM#tab-your-c…> can take any of the following forms: - Archival Papers: Original and unpublished work, for all the following tracks—Main, ReproNLP, and Opinion/Statement. - *Non-Archival Extended Abstracts*: Work already presented or under review at a peer-reviewed venue. This is an excellent opportunity to share recent or ongoing work with the GEM community without precluding future publication. - *Findings Papers*: We additionally welcome presentation of relevant papers accepted to Findings, and will share more information at a later date. *Important Dates* - March 19, 2026: Direct paper submission deadline - April 9, 2026: Pre-reviewed ARR commitment deadline - April 28, 2026: Notification of acceptance - May 14, 2026: Camera-ready paper due - June 4, 2026: Pre-recorded video due (hard deadline) - July 3–4, 2026: Workshop at ACL in San Diego We hope to see you there! *Dublin City University* *Simon Mille *| Postdoctoral Research Fellow ADAPT Centre School of Computing Dublin City University Dublin 9 Ireland www.adaptcentre.ie *ADAPT Taighde Éireann – Research Ireland Centre for Digital Content Technology* Privileged/confidential information: This e-mail and any files transmitted with it are confidential and are intended solely for use by the addressee. Please note that electronic mail to, from or within the College, may be the subject of a request under the Freedom of Information Act. <https://adaptcentre.us8.list-manage.com/subscribe?u=1bed8296322695727ba3517…>

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2nd CFP: 19th Workshop on Building and Using Comparable Corpora (BUCC) at LREC 2026
by Reinhard Rapp 21 Jan '26

21 Jan '26

Call for Papers ************************************************************** 19th WORKSHOP ON BUILDING AND USING COMPARABLE CORPORA Co-located with LREC 2026, Palma de Mallorca (in-person & online) May 11, 2026 Paper submission deadline: February 28, 2026 Workshop website: https://comparable.lisn.upsaclay.fr/bucc2026/ Main conference website: https://lrec2026.info/ ************************************************************** MOTIVATION In the language engineering and linguistics communities, research in comparable corpora has been motivated by two main reasons. In language engineering, on the one hand, it is chiefly motivated by the need to use comparable corpora as training data for data-driven NLP applications such as statistical and neural machine translation, or cross-lingual retrieval. In linguistics, on the other hand, comparable corpora are of interest because they enable cross-language discoveries and comparisons. It is generally accepted in both communities that comparable corpora consist of documents that are comparable in content and form in various degrees and dimensions across several languages. Parallel corpora are on the one end of this spectrum, and unrelated corpora are on the other. Increasingly, these resources are not only collected, but also augmented or even created synthetically, which raises new questions about how to define and measure comparability. In recent years, the use of comparable corpora for pre-training Large Language Models (LLMs) has led to their impressive multilingual and cross-lingual abilities, which are relevant to a range of applications, including information retrieval, machine translation, cross-lingual text classification, etc. The linguistic definitions and observations related to comparable corpora are crucial to improve methods to mine such corpora, to assess and document synthetic data, and to improve cross-lingual transfer of LLMs. Therefore, it is of great interest to bring together builders and users of such corpora. PANEL DISCUSSION The panel discusses the impact of synthetic data on comparable corpora research. Fundamental questions about how LLMs transform our understanding and use of multilingual data are addressed. TOPICS We solicit contributions on all topics related to comparable (and parallel) corpora, including but not limited to the following: Building Comparable Corpora - Automatic and semi-automatic methods, including generating comparable corpora using LLMs - Methods to mine parallel and non-parallel corpora from the web - Tools and criteria to evaluate the comparability of corpora - Parallel vs non-parallel corpora, monolingual corpora - Rare and minority languages, within and across language families - Multi-media/multi-modal comparable corpora Synthetic Data for Comparable Corpora - LLM generation of comparable/parallel data - Improving comparability of synthetic data - Incidental bilingualism & pre-training use of comparable data - Comparability & cross-lingual consistency - Detection & attribution of synthetic vs. human text - English-centric effects & fairness across languages/scripts - Evaluation & reproducibility for downstream tasks Applications of Comparable Corpora - Human translation - Language learning - Cross-language information retrieval & document categorization - Bilingual and multilingual projections - (Unsupervised) machine translation - Writing assistance - Machine learning techniques using comparable corpora Mining from Comparable Corpora - Cross-language distributional semantics, word embeddings and pre-trained multilingual transformer models - Extraction of parallel segments or paraphrases from comparable corpora - Methods to derive parallel from non-parallel corpora (e.g. to provide for low-resource languages in neural machine translation) - Extraction of bilingual and multilingual translations of single words, multi-word expressions, proper names, named entities, sentences, paraphrases etc. from comparable corpora. - Induction of morphological, grammatical, and translation rules from comparable corpora - Induction of multilingual word classes from comparable corpora Comparable Corpora in the Humanities - Comparing linguistic phenomena across languages in contrastive linguistics - Analyzing properties of translated language in translation studies - Studying language change over time in diachronic linguistics - Assigning texts to authors via authors' corpora in forensic linguistics - Comparing rhetorical features in discourse analysis - Studying cultural differences in sociolinguistics - Analyzing language universals in typological research IMPORTANT DATES 28 Feb 2026: Paper Submission deadline 22 Mar 2026: Notification of acceptance 29 Mar 2026: Camera-ready final papers 14 Apr 2026: Workshop Programme final version 11 May 2026: Workshop date All deadlines are 11:59PM UTC-12:00 (“anywhere on earth”). For updates of the schedule, please see the workshop website. PRACTICAL INFORMATION The workshop is a hybrid event, both in-person and online. Workshop registration is via the main conference registration site, see https://lrec2026.info/ The workshop proceedings will be published in the ACL Anthology (https://aclanthology.org/). SUBMISSION GUIDELINES Please follow the style sheet and templates (for LaTeX, Overleaf and MS-Word) provided for the main conference at https://lrec2026.info/authors-kit/ Papers should be submitted as a PDF file using the START conference manager at https://softconf.com/lrec2026/BUCC2026/ Submissions must describe original and unpublished work and range from 4 to 8 pages plus unlimited references. Reviewing will be double blind, so the papers should not reveal the authors' identity. Accepted papers will be published in the workshop proceedings. Double submission policy: Parallel submission to other meetings or publications is possible but must be notified to the workshop organizers by e-mail immediately upon submission to another venue. For further information and updates, please see the BUCC 2026 web page at https://comparable.lisn.upsaclay.fr/bucc2026/. WORKSHOP ORGANIZERS - Reinhard Rapp (University of Mainz, Germany) - Ayla Rigouts Terryn (Université de Montréal, Mila, Canada) - Serge Sharoff (University of Leeds, United Kingdom) - Pierre Zweigenbaum (Université Paris-Saclay, CNRS, France) Contact: reinhardrapp (at) gmx (dot) de PROGRAMME COMMITTEE - Ebrahim Ansari (Institute for Advanced Studies in Basic Sciences, Iran) - Eleftherios Avramidis (DFKI, Germany) - Gabriel Bernier-Colborne (National Research Council, Canada) - Kenneth Church (VecML.com, USA) - Patrick Drouin (Université de Montréal, Canada) - Alex Fraser (Technical University of Munich, Germany) - Natalia Grabar (CNRS, University of Lille, France) - Amal Haddad Haddad (Universidad de Granada, Spain) - Kyo Kageura (University of Tokyo, Japan) - Natalie Kübler (Université Paris Cité, France) - Philippe Langlais (Université de Montréal, Canada) - Yves Lepage (Waseda University, Japan) - Shervin Malmasi (Amazon, USA) - Michael Mohler (Language Computer Corporation, USA) - Emmanuel Morin (Nantes Université, France) - Dragos Stefan Munteanu (RWS, USA) - Preslav Nakov (Mohamed bin Zayed University of AI, United Arab Emirates) - Ted Pedersen (University of Minnesota, Duluth, USA) - Reinhard Rapp (University of Mainz, Germany) - Ayla Rigouts Terryn (Université de Montréal & Mila, Canada) - Nasredine Semmar (CEA LIST, Paris, France) - Serge Sharoff (University of Leeds, UK) - Richard Sproat (Sakana.ai, Tokyo, Japan) - Marko Tadić (University of Zagreb, Croatia) - François Yvon (CNRS & Sorbonne Université, France) - Pierre Zweigenbaum (Université Paris-Saclay, CNRS, France) INFORMATION ABOUT THE LRE 2026 MAP AND THE "SHARE YOUR LRs!" INITIATIVE When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of the research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones).

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Edge Hill Corpus Research Group: Meeting #19
by Costas Gabrielatos 21 Jan '26

21 Jan '26

The next meeting of the Edge Hill Corpus Research Group will take place online (via MS Teams) on Friday 6 February 2026, 2:00-3:30 pm (GMT<https://time.is/United_Kingdom>). Topic: Discourse Oriented Corpus Studies Speaker: Dan Malone<https://www.researchgate.net/profile/Daniel-Malone> (Edge Hill University, UK) Title: From Global Uncertainty to Domestic Danger: The lone wolf terrorist as a topos of threat in (poly)crisis discourses The abstract and registration link are here: https://sites.edgehill.ac.uk/crg/next Attendance is free. Registration closes on Wednesday 4 February. If you have problems registering, or have any questions, please email the organiser, Costas Gabrielatos (gabrielc(a)edgehill.ac.uk<mailto:gabrielc@edgehill.ac.uk>). ________________________________ Edge Hill University<http://ehu.ac.uk/home/emailfooter> Modern University of the Year, The Times and Sunday Times Good University Guide 2022<http://ehu.ac.uk/tef/emailfooter> University of the Year, Educate North 2021/21 ________________________________ This message is private and confidential. If you have received this message in error, please notify the sender and remove it from your system. Any views or opinions presented are solely those of the author and do not necessarily represent those of Edge Hill or associated companies. Edge Hill University may monitor email traffic data and also the content of email for the purposes of security and business communications during staff absence.<http://ehu.ac.uk/itspolicies/emailfooter>

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Lancaster Open research group - starts today
by Brezina, Vaclav 21 Jan '26

21 Jan '26

Dear all, Just a reminder that The Open research group (online and in person) starts today at 12pm UK time. The Open Advanced Methods in Corpus Linguistics research group, offered by CASS - the ESRC Centre for Corpus Approaches to Social Science at Lancaster University, will resume this term. The group is open to anyone with an interest in corpus linguistics or quantitative approaches to language, and sessions will be held in a hybrid format (in person and online). This term, we will focus on one of the most fundamental concepts in corpus linguistics, frequency, a concept that underpins the field as a whole. When: Wednesdays, fortnightly, 12:00-12:50 pm (UK time) Starting: Wednesday 21 January Running topic: Measuring and reporting frequency in corpus linguistics Free registration: https://forms.office.com/e/YT5md2fjkac All are very welcome. Best wishes, Vaclav Readings: Brezina, V., & Gablasova, D. (2024). A frequency dictionary of British English: core vocabulary and exercises for learners. Routledge. Divjak, D. (2019). Frequency in language: Memory, attention and learning. Cambridge University Press. Gries, S.T. (2024). Frequency, Dispersion, Association, and Keyness: Revising and tupleizing corpus-linguistic measures. Amsterdam: John Benjamins. Platt, W. C. (2025). Review of Gries (2024): Frequency, Dispersion, Association, and Keyness: Revising and tupleizing corpus-linguistic measures. Tissari, H. (2023). Divjak, Dagmar: Frequency in language: memory, attention and learning. Cambridge: Cambridge University Press, 2019.[Book review]. Linguist list, 34.

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[CfP] IEEE FedCSIS 2026: "Digital Humanities, Computational Social Sciences and Economics Research (AI-HuSo)"
by Jens Dörpinghaus 21 Jan '26

21 Jan '26

Dear all, I would like to inform you about a call for papers for a thematic track at FedCSIS 2026 (IEEE #69809) called "AI in Digital Humanities, Computational Social Sciences and Economics Research (AI-HuSo)". FedCSIS 2026 will be held in Riga, Latvia, 23-26 August, 2026. Paper submission (no extensions): 15.04.2026 See https://2026.fedcsis.org/thematic/ai-huso for details. This thematic session is dedicated to the computational study of Social Sciences, Economics and Humanities, including all subjects like, for example, education, labour market, history, religious studies, theology, cultural heritage, and informative predictions for decision-making and behavioural-science perspectives. While digital methods, intelligence systems, and AI have been emerging topics in these fields for several decades, this thematic session is not only limited to discoveries in these domains, but also dedicated to the reflections of these methods and results within the field of computer science. Thus, we are in particular interested in interdisciplinary exchange and dissemination with a clear focus on computational and AI methods for intelligence systems. Since there is a clear methodological overlap between these three domains and often similar algorithms and AI approaches are considered, we see this thematic session as place for interdisciplinary learning, discussing a joint toolbox as a support for scholars from these field with human and context-aware agents. The aim of this thematic session is thus to bridge the gap between scientific domains, foster interdisciplinary exchange and discuss how research questions from other domains challenge current computer science. In particular, we are interested in communications between researchers from different fields of computer science, social sciences, economics, humanities, and practitioners from different fields. Topics ====== The list of topics includes, but is not limited to: - AI and computational approaches for the interdisciplinary work of the social sciences, economics, and humanities: report on theoretical, methodological, experimental, and applied research. - AI and computational approaches for linking data from different digital resources, including online social networks, web and data mining, Knowledge Graphs, Ontologies. - AI and computational methods for text mining and textual analysis, for example texts within social sciences, digital literary studies, computational stylistics and stylometry. - Text encoding, computational linguistics, annotation guidelines, OCR for humanities, economics, and social sciences. - Network analysis, including social and historical network analysis. - Ethical and philosophical considerations of AI in society, education and humanties research In general, the applications of interest are included in the list below, but are not limited to: - Labour market research and qualification, including behavioral-science perspectives. - Education: Digital methods and systems, e-learning, adult education, etc. - Contributions to the application of technology to culture, history, and societal issues: For example, computational text analysis, analytical and visualization, databases, etc. - In particular, we welcome submissions which focus on a critical reflection of digital methods in the humanities, economics and social sciences within computer science. - Linking of digital resources, a discussion of data sets, their quality and reliability, combining quantitative and qualitative data, anonymization and data protection. Contact: ai-huso(a)fedcsis.org Submission rules ================ - Authors should submit their papers as Postscript, PDF or MSWord files. - The total length of a paper should not exceed 12 pages IEEE style (including tables, figures and references). More pages can be added, for an additional fee. IEEE style templates are available here. - Papers will be refereed and accepted on the basis of their scientific merit and relevance to the Topical Area. - Preprints containing accepted papers will be published online. - Only papers presented at the conference will be published in Conference Proceedings and submitted for inclusion in the IEEE Xplore® database. - Conference proceedings will be published in a volume with ISBN, ISSN and DOI numbers and posted at the conference WWW site. - Conference proceedings will be submitted for indexation according to information here. - Organizers reserve right to move accepted papers between FedCSIS Sessions. Extended versions of selected papers presented at the conference may be published in a volume entitled "Advances in Computational Social Sciences: AI, Computational Methods and Applications for the Study of Society", to be published by Springer. In addition, selected papers may be submitted to a special issue of AI entitled "Integrating Data Sources for Smarter Interdisciplinary AI Solutions: Challenges and Opportunities".

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Postdoc Perspectivist NLP at McMaster University
by cfwelch＠umich.edu 21 Jan '26

21 Jan '26

We are seeking a postdoctoral researcher to contribute to projects related to perspectivist NLP. We are looking to better understand what we need to know about an individual to better predict how they will label subjective data for a variety of tasks. We are researchers at McMaster University, located in Hamilton, Ontario. You will be primarily working with Prof. Charles Welch and will be expected to work on projects that involve other faculty members both at the university and within our broader network. Ideal candidate should have: - a Ph.D. in Computer Science, Computational Linguistics/NLP, Machine Learning, Data Science, or related fields. - Excellent programming skills in Python. - Professional working proficiency in spoken and written English. - Knowledge of current neural network models and implementation tools for neural networks (e.g., PyTorch). - Experience with publications in top-tier venues in the field of NLP/Computational Linguistics. Expected start date: September 1, 2026 Duration: 2 years Deadline: February 6th, 2026 How to apply: Please send us a letter of motivation, your CV, your transcripts, a list of publications, and the names and contact information of at least two references, as a single PDF or a link to a PDF to cwelch(a)mcmaster.ca

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Call for Papers: First Workshop on Computational Developmental Linguistics - ACL 2026, San Diego
by ACL Announcements 21 Jan '26

21 Jan '26

CALL FOR PAPERS: FIRST WORKSHOP ON COMPUTATIONAL DEVELOPMENTAL LINGUISTICS @ACL 2026, SAN DIEGO Friday, 3 July 2026 to Tuesday, 7 July 2026 Website: https://comp-dev-ling.github.io/ Submission Deadline: Friday, 20 March 2026 We are pleased to invite submissions to the First Workshop on Computational Developmental Linguistics (CDL, https://comp-dev-ling.github.io/), co-located with ACL 2026 in San Diego, CA, USA. The workshop will take place between July 3rd and July 7th (exact date to be confirmed). The workshop aims to bridge the conversation between modern machine learning and developmental linguistics. We hope to draw inspiration from both fields, identifying similarities and differences in the (im)plausibilities of comparing LMs and human language learning, to motivate better LM engineering and more rigorous computational modeling of human language acquisition. The scope and topics include, but are not limited to: * Computational models for developmental linguistics. * Learning dynamics in pretraining and post-training of LMs. * Comparisons of developmental linguistics in humans and machines. * Knowledge tracing and developmental diagnostics. * Applications of developmental insights in language education and clinical NLP. Important Dates * Submission Due: March 20th, 2026 * Review Due: April 22nd, 2026 * Notification of Acceptance: May 1st, 2026 * Camera-Ready Due (tentative): May 15th, 2026 Submission types include long papers (up to 8 pages, both archival and non-archival), short papers (up to 4 pages, both archival and non-archival), and ARR commitments (both archival and non-archival). Archival papers will receive an additional page in the camera-ready version to address reviewers' feedback and will be published in the ACL Anthology. Submission Portal: https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/CDL If you are interested in reviewing for CDL, please fill in the form here: https://docs.google.com/forms/d/e/1FAIpQLSdyPBKh2GZ6ETuUrQktqNYv6fLIsg7r... [1] Warm regards, CDL 2026 Organizers: Martin Ziqiao Ma, Emmy Liu, Jing Liu, Tyler A. Chang, Abdellah Fourtassi, Alex Warstadt, Michael Hahn, Weiwei Sun, and Freda Shi Contact Email: cdl.workshop.committee(a)gmail.com Links: ------ [1] https://docs.google.com/forms/d/e/1FAIpQLSdyPBKh2GZ6ETuUrQktqNYv6fLIsg7rUxZ…

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HPSG 2026 -- First CfP
by Antonio Machicao y Priemer 20 Jan '26

20 Jan '26

FIRST CfP: The 33rd International Conference on Head-Driven Phrase Structure Grammar (Norway) Short Title: HPSG 2026 Date: 03-Aug-2026 - 04-Aug-2026 Location: Western Norway University of Applied Sciences (Bergen, Norway) Contact: Petter Haugereid, Berthold Crysmann & Antonio Machicao y Priemer Email: hpsg2026(a)easychair.org Conference Website: https://petterha.github.io/hpsg2026/ Conference fee: 68€ (faculty) / 43€ (student) Linguistic Field(s): General Linguistics; Linguistic Theories; Computational Linguistics; Syntax; Morphology; Semantics; Cognitive Science; Meeting Description: The 33rd International Conference on Head-Driven Phrase Structure Grammar will be held on August 03 - August 04, 2026 at the Western Norway University of Applied Sciences (Bergen, Norway). The HPSG 2026 conference will be a two-day main conference (3rd - 4th of August). It will be co-located with the DELPH-IN meeting held over the preceding week (27th - 31st of July). Anonymous abstracts are invited that address linguistic, foundational, or computational issues relating to or in the spirit of the framework of Head-Driven Phrase Structure Grammar. Submissions should be 4 pages long, + 1 page for data, figures & references. They should be submitted in PDF format. The submissions should not include the authors’ names, and authors are asked to avoid self-references. Presentations are in-person by default, although exceptions can be negotiated. All abstracts should be submitted by April 10, 2026, via Easychair: https://easychair.org/conferences/?conf=hpsg2026 Deadline for abstracts: 10th of April, 2026 Reviews due: 10th of May, 2026 Notification of acceptance: 15th of May, 2026 Conference: 3rd of August - 4th of August, 2026 Invited speakers: tba Conference proceedings submission: 15 of October, 2026 All abstracts will be reviewed anonymously by at least two reviewers. Each accepted abstract will be given 30 minutes for presentation. Additionally, 10 minutes will be reserved for discussion. A call for contributions to the proceedings will be issued after the conference. The proceedings will undergo a separate (final) round of reviews (accept/reject), to enable indexing of the proceedings. The proceedings of previous conferences are available at: https://proceedings.hpsg.xyz/ -- Dr. Antonio Machicao y Priemer Department of German Studies and Linguistics - Humboldt-Universität zu Berlin Homepage: https://hu.berlin/aMyP Project: Building register into the architecture of language – an HPSG account (CRC 1412, Project A04) Series: Textbooks in Language Science (https://langsci-press.org/catalog/series/tbls)

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Call for SemEval Task Proposals 2027
by Kai North 20 Jan '26

20 Jan '26

Introduction We invite proposals for tasks to be run as part of SemEval-2027. SemEval (the International Workshop on Semantic Evaluation) is an ongoing series of evaluations of computational semantics systems, organized under the umbrella of SIGLEX, the Special Interest Group on the Lexicon of the Association for Computational Linguistics. SemEval tasks investigate the nature of meaning in natural languages, exploring how to characterize and compute meaning. This is achieved in practical terms, using shared datasets and standardized evaluation metrics to quantify the strengths and weaknesses and possible solutions. SemEval tasks encompass a broad range of semantic topics from the lexical level to the discourse level, including word sense identification, semantic parsing, coreference resolution, and sentiment analysis, among others. For SemEval-2027, we welcome tasks that can test an automatic system for semantic analysis of text (e.g., intrinsic semantic evaluation, or an application-oriented evaluation). We especially encourage tasks for languages other than English, cross-lingual tasks, and tasks that develop novel applications of computational semantics. See the websites of previous editions of SemEval to get an idea about the range of tasks explored, e.g., SemEval-2020 (http://alt.qcri.org/semeval2020/) and SemEval-2021/2026 (https://semeval.github.io). We strongly encourage proposals based on pilot studies that have already generated initial data, evaluation measures, and baselines. In this way, we can avoid unforeseen challenges down the road that may delay the task. We suggest providing a reasonable baseline (e.g., providing a Transformer / LLM baseline for a classification task) apart from the majority vote / random guess. In case you are not sure whether a task is suitable for SemEval, please feel free to get in touch with the SemEval organizers at <semevalorganizers(a)gmail.com> to discuss your idea. Task Selection Task proposals will be reviewed by experts, and reviews will serve as the basis for acceptance decisions. Everything else being equal, more innovative new tasks will be given preference over task reruns. Task proposals will be evaluated on: Novelty: Is the task on a compelling new problem that has not been explored much in the community? Is the task a rerun, but covering substantially new ground (new subtasks, new types of data, new languages, etc. - one addition is not sufficient)? Interest: Is the proposed task likely to attract a sufficient number of participants? Data: Are the plans for collecting data convincing? Will the resulting data be of high quality? Will annotations have meaningfully high inter-annotator agreements? Have all appropriate licenses for use and re-use of the data after the evaluation been secured? Have all international privacy concerns been addressed? Will the data annotation be ready on time? Evaluation: Is the methodology for evaluation sound? Is the necessary infrastructure available, or can it be built in time for the shared task? Will research inspired by this task be able to evaluate in the same manner and on the same data after the initial task? Is the task significantly challenging (e.g., room for improvement over the baselines)? Impact: What is the expected impact of the data in this task on future research beyond the SemEval Workshop? Ethical – The data must be compliant with privacy policies. e.g. avoid personally identifiable information (PII). Tasks aimed at identifying specific people will not be accepted. Avoid medical decision making (compliance with HIPAA, do not try to replace medical professionals, especially if it has anything to do with mental health). These are representative and not exhaustive. Roles - Lead Organizer - main point of contact, expected to ensure deliverables are met on time and participate in contributing to task duties (see below). Co-Organizers - provide significant contributions to ensuring the task runs smoothly. Some examples include maintaining communication with task participants, preparing data, creating and running evaluation scripts, leading paper reviewing, and acceptance. Advisory Organizers - more of a supervisor role, may not contribute to detailed tasks, but will provide guidance and support. New Tasks vs. Task Reruns We welcome both new tasks and task reruns. For a new task, the proposal should address whether the task would be able to attract participants. Preference will be given to novel tasks that have not received much attention yet. For reruns of previous shared tasks (whether or not the previous task was part of SemEval), the proposal should address the need for another iteration of the task. Valid reasons include: a new form of evaluation (e.g., a new evaluation metric, a new application-oriented scenario), new genres or domains (e.g., social media, domain-specific corpora), or a significant expansion in scale. We further discourage carrying over a previous task and just adding new subtasks, as this can lead to the accumulation of too many subtasks. Evaluating on a different dataset with the same task formulation, or evaluating on the same dataset with a different evaluation metric, typically should not be considered a separate subtask. Task Organization We welcome people who have never organized a SemEval task before, as well as those who have. Apart from providing a dataset, task organizers are expected to: - Verify the data annotations have sufficient inter-annotator agreement. - Verify licenses for the data allow its use in the competition and afterwards. In particular, text that is publicly available online is not necessarily in the public domain; unless a license has been provided, the author retains all rights associated with their work, including copying, sharing and publishing. For more information, see: https://creativecommons.org/faq/#what-is-copyright-and-why-does-it-matter - Resolve any potential security, privacy, or ethical concerns about the data. - Commit to make the data available also after the task in a long-term repository under an appropriate license, preferably using Zenodo: https://zenodo.org/communities/semeval/ - Provide task participants with format checkers and standard scorers. - Provide task participants with baseline systems to use as a starting point (in order to lower the obstacles to participation). A baseline system typically contains code that reads the data, creates a baseline response (e.g., random guessing, majority class prediction), and outputs the evaluation results. Whenever possible, baseline systems should be written in widely used programming languages and/or should be implemented as a component for standard NLP pipelines. - Create a mailing list and website for the task and post all relevant information there. - Create a CodaLab or other similar competition for the task and upload the evaluation script. - Manage submissions on CodaLab or a similar competition site. - Write a task description paper to be included in SemEval proceedings, and present it at the workshop. - Manage participants’ submissions of system description papers, manage participants’ peer review of each other’s papers, and possibly shepherd papers that need additional help in improving the writing. - Review other task description papers. Desk Rejects - To ensure tasks have sufficient support, we require a minimum of two organizers at the time of proposal submission. A task proposal with only one organizer will be desk-rejected. Running a SemEval task is a significant time commitment; therefore, we highly recommend that a task have at least three-four organizers. - A person can be a lead organizer on only one task. The second mandatory organizer on the task must be committed to the task as a key co-organizer. Any other organizers (beyond the lead and co-organizer) can participate in other tasks. - All data should have a research-friendly license. The licensing must be provided in the proposal. - Task organizers must commit to keeping the data available after the task, either by keeping the task alive, by uploading it to Zenodo or some other public data storage location that will be permanent, and sharing the link with the organizers. === Important dates === - Task proposals due 13 April 2026 (Anywhere on Earth) - Task selection notification 25 May 2026 === Preliminary timetable === - Sample data ready 15 July 2026 - Training data ready 1 September 2026 - Evaluation data ready 1 December 2026 (internal deadline; not for public release) - Evaluation start 10 January 2027 - Evaluation end by 31 January 2027 (latest date; task organizers may choose an earlier date) - Paper submission due February 2027 - Notification to authors March 2027 - Camera ready due April 2027 - SemEval workshop Summer 2027 (co-located with a major NLP conference) Tasks that fail to keep up with crucial deadlines (such as the dates for having the task and CodaLab website up and dates for uploading sample, training, and evaluation data) may be cancelled at the discretion of SemEval organizers. While consideration will be given to extenuating circumstances, our goal is to provide sufficient time for the participants to develop strong and well-thought-out systems. Cancelled tasks will be encouraged to submit proposals for the subsequent year’s SemEval. To reduce the risk of tasks failing to meet the deadlines, we are unlikely to accept multiple tasks with overlap in the task organizers. Submission Details The task proposal should be a self-contained document of no longer than 3 pages (plus additional pages for references). All submissions must be in PDF format, following the ACL template: https://github.com/acl-org/acl-style-files Each proposal should contain the following: - Overview - Summary of the task - Why this task is needed and which communities would be interested in participating - Expected impact of the task - Data & Resources - How the training/testing data will be produced. Please discuss whether existing corpora will be reused. - Details of copyright and license, so that the data can be used by the research community both during the SemEval evaluation and afterwards - How much data will be produced - How data quality will be ensured and evaluated - An example of what the data would look like - Resources required to produce the data and prepare the task for participants (annotation cost, annotation time, computation time, etc.) - Assessment of any concerns with respect to ethics, privacy, or security (e.g., personally identifiable information of private individuals; potential for systems to cause harm) - Pilot Task (strongly recommended) - Details of the pilot task - What lessons were learned, and how these will impact the task design - Evaluation - The evaluation methodology to be used, including clear evaluation criteria - For Task Reruns - Justification for why a new iteration of the task is needed (see criteria above) - What will differ from the previous iteration - Expected impact of the rerun compared with the previous iteration - Task organizers - Names, affiliations, email addresses - (optional) brief description of relevant experience or expertise - (if applicable) years and task numbers of any SemEval tasks you have run in the past Proposals will be reviewed by an independent group of area experts who may not have familiarity with recent SemEval tasks, and therefore, all proposals should be written in a self-explanatory manner and contain sufficient examples. The submission webpage is: [TBC] === Chairs === Debanjan Ghosh, Analog Devices, USA Kai North, Cambium Assessment, USA Shervin Malmasi, Amazon Inc., USA Ekaterina Kochmar, Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), UAE Mamoru Komachi, Hitotsubashi University, Japan Marcos Zampieri, George Mason University, USA Contact: semevalorganizers(a)gmail.com

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1st CFP: 21st Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2026)
by Ekaterina Kochmar 20 Jan '26

20 Jan '26

First Call for Papers The 21st Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2026) San Diego, California, United States and online Thursday, July 2 and Friday, July 3, 2026 (co-located with ACL 2026) https://sig-edu.org/bea/current Submission Deadline: Thursday, March 5, 2026, 11:59pm UTC-12 WORKSHOP DESCRIPTION The BEA Workshop is a leading venue for NLP innovation in the context of educational applications. It is one of the largest one-day workshops in the ACL community with over 100 registered attendees in the past several years. The growing interest in educational applications and a diverse community of researchers involved resulted in the creation of the Special Interest Group in Educational Applications (SIGEDU)<https://sig-edu.org/members> in 2017, which currently has over 400 members. The 21st BEA will be a 2-day workshop, with one in-person workshop day and one virtual workshop day. The workshop will feature oral presentation sessions and large poster sessions to facilitate the presentation of a wide array of original research. Moreover, there will be a panel discussion on “Transitioning from Academia to the EdTech Industry”, a half-day tutorial on Theory of Mind and its Applications in Educational Contexts, and two shared tasks on Vocabulary Difficulty Prediction for English Learners<https://www.britishcouncil.org/data-science-and-insights/bea2026st> and on Rubric-based Short Answer Scoring for German<https://edutec.science/bea-2026-shared-task/> comprising an oral overview presentation by the shared task organizers and several poster presentations by the shared task participants. The workshop will accept submissions of both full papers and short papers, eligible for either oral or poster presentation. We solicit papers that incorporate NLP methods, including, but not limited to: * use of generative AI in education and its impact; * automated scoring of open-ended textual and spoken responses; * automated scoring/evaluation for written student responses (across multiple genres); * game-based instruction and assessment; * educational data mining; * intelligent tutoring; * collaborative learning environments; * peer review; * grammatical error detection and correction; * learner cognition; * spoken dialog; * multimodal applications; * annotation standards and schemas; * tools and applications for classroom teachers, learners and/or test developers; and * use of corpora in educational tools. SHARED TASKS Vocabulary Difficulty Prediction for English Learners Organizers: Mariano Felice (British Council) and Lucy Skidmore (British Council). Description: This shared task aims to advance research into vocabulary difficulty prediction for learners of English with diverse L1 backgrounds, an essential step towards custom content creation, computer-adaptive testing and personalised learning. In a context where traditional item calibration methods have become a bottleneck for the implementation of digital learning and assessment systems, we believe predictive NLP models can provide a more scalable, cost-effective solution. The goal of this shared task is to build regression models to predict the difficulty of English words given a learner’s L1. We believe this new shared task provides a novel approach to vocabulary modelling, offering a multidimensional perspective that has not been explored in previous work. To this aim, we will use the British Council’s Knowledge-based Vocabulary Lists (KVL), a multilingual dataset with psychometrically calibrated difficulty scores. We believe this unique dataset is not only an invaluable contribution to the NLP community but also a powerful resource that will enable in-depth investigations into how linguistic features, L1 background and contextual cues influence vocabulary difficulty. For more information on how to participate and latest updates, please refer to the shared task website: https://www.britishcouncil.org/data-science-and-insights/bea2026st Rubric-based Short Answer Scoring for German Organizers: Sebastian Gombert (DIPF), Zhifan Sun (DIPF), Fabian Zehner (DIPF), Jannik Lossjew (IPN), Tobias Wyrwich (IPN), Berrit Katharina Czinczel (IPN), David Bednorz (IPN), Sascha Bernholt (IPN), Knut Neumann (IPN), Ute Harms (IPN), Aiso Heinze (IPN), and Hendrik Drachsler (DIPF) Description: Short answer scoring is a well-established task in educational natural language processing. In this shared task, we introduce and focus on rubric-based short-answer scoring, a task formulation in which models are provided with a question, a student answer, and a textual scoring rubric that specifies criteria for each possible score level. Successfully solving this task requires models to interpret the semantics of scoring rubrics and apply their criteria to previously unseen answers, closely mirroring how human raters assign scores in educational assessment. Although rubrics have been used as auxiliary information in prior work on free-text scoring and LLM-based approaches, there has been little focused investigation of rubric-based short-answer scoring as a task in its own right. This setting poses distinct challenges, including ambiguous or underspecified rubric criteria and a wide range of valid student responses. With this shared task, we aim to stimulate systematic research on rubric-based scoring, assess how well current NLP methods can reason over rubrics, and identify promising modeling strategies. Additionally, by providing a German-language dataset, the shared task contributes a new non-English benchmark to the field. For more information on how to participate and latest updates, please refer to the shared task website: https://edutec.science/bea-2026-shared-task/ TUTORIAL Theory of Mind and Application in Educational Context Organizers: Effat Farhana (Auburn University), Maha Zainab (Auburn University), Qiaosi Wang (Carnegie Mellon University), Niloofar Mireshghallah (Carnegie Mellon University), Ramira van der Meulen (Leiden University), Max van Duijn (Leiden University). Description: This tutorial examines the integration of Theory of Mind (ToM) into AI-driven online tutoring systems, focusing on how advanced technologies, such as Large Language Models (LLMs), can model learners’ cognitive and emotional states to provide adaptive, personalized feedback. Participants will learn foundational principles of ToM from cognitive science and psychology and how these concepts can be operationalized in AI systems. We will discuss mutual ToM, where both AI tutors and learners maintain models of each other’s mental states, and address challenges such as detecting learner misconceptions, modeling meta-cognition, and maintaining privacy in data-driven tutoring. The tutorial also presents hands-on demonstrations of Machine ToM applied to programming education using datasets such as CS1QA and CodeQA, which contain Java and Python samples. By combining conceptual foundations, research insights, and practical exercises, this tutorial provides a comprehensive overview of designing human-centered, ethically aware, and cognitively informed AI tutoring systems. IMPORTANT DATES All deadlines are 11.59 pm UTC-12 (anywhere on earth). * Submission deadline: Thursday, March 5, 2026 * Notification of acceptance: Tuesday, April 28, 2026 * Camera-ready papers due: Tuesday, May 12, 2026 * Workshop: Thursday, July 2, and Friday, July 3, 2026 SUBMISSION INFORMATION We will be using the ACL Submission Guidelines for the BEA Workshop this year. Authors are invited to submit a long paper of up to eight (8) pages of content, plus unlimited references; final versions of long papers will be given one additional page of content (up to 9 pages) so that reviewers’ comments can be taken into account. We also invite short papers of up to four (4) pages of content, plus unlimited references. Upon acceptance, short papers will be given five (5) content pages in the proceedings. Authors are encouraged to use this additional page to address reviewers’ comments in their final versions. We generally follow ACL submission guidelines and will require that all submitted papers should include a dedicated "Limitations" section, which does not count toward the page limit. Papers which describe systems are also invited to give a demo of their system. If you would like to present a demo in addition to presenting the paper, please make sure to select either “long paper + demo” or “short paper + demo” under “Submission Category” in the START submission page. Previously published papers cannot be accepted. The submissions will be reviewed by the program committee. As reviewing will be blind, please ensure that papers are anonymous. Self-references that reveal the author’s identity, e.g., “We previously showed (Smith, 1991) …”, should be avoided. Instead, use citations such as “Smith previously showed (Smith, 1991) …”. We have also included conflict of interest in the submission form. You should mark all potential reviewers who have been authors on the paper, are from the same research group or institution, or who have seen versions of this paper or discussed it with you. We will be using the START conference system to manage submissions. The link will be provided soon. DOUBLE SUBMISSION POLICY We will follow the official ACL double-submission policy. Specifically, papers being submitted both to BEA and another conference or workshop must: * Note on the title page the other conference or workshop to which they are being submitted. * State on the title page that if the authors choose to present their paper at BEA (assuming it was accepted), then the paper will be withdrawn from other conferences and workshops. ORGANIZING COMMITTEE * Ekaterina Kochmar, MBZUAI * Andrea Horbach, Hildesheim University * Ronja Laarmann-Quante, Ruhr University Bochum * Marie Bexte, FernUniversität in Hagen * Anaïs Tack, KU Leuven, imec * Victoria Yaneva, National Board of Medical Examiners * Bashar Alhafni, MBZUAI * Zheng Yuan, University of Sheffield * Jill Burstein, Duolingo * Stefano Bannò, Cambridge University Workshop contact email address: bea.nlp.workshop(a)gmail.com<mailto:bea.nlp.workshop@gmail.com> PROGRAM COMMITTEE Tazin Afrin; David Alfter; Bashar Alhafni; Maaz Amjad; Nischal Ashok Kumar; Stefano Bannò; Michael Gringo Angelo Bayona; Lee Becker; Beata Beigman Klebanov; Luca Benedetto; Bhavya Bhavya; Serge Bibauw; Ted Briscoe; Dominique Brunato; Jie Cao; Dan Carpenter; Jeevan Chapagain; Guanliang Chen; Mei-Hua Chen; Christopher Davis; Orphee De Clercq; Kordula De Kuthy; Jasper Degraeuwe; Dushyanta Dhyani; Yuning Ding; Rahul Divekar; Kosuke Doi; Mohsen Dorodchi; Yo Ehara; Hamza El Alaoui; Sarra El Ayari; Andrew Emerson; Yao-Chung Fan; Mariano Felice; Nigel Fernandez; Michael Flor; Thomas François; Thomas Gaillat; Ananya Ganesh; Ritik Garg; Sebastian Gombert; Samuel González López; Cyril Goutte; Abigail Gurin Schleifer; Na-Rae Han; Ching Nam Hang; Jiangang Hao; Aki Härmä; Hasnain Heickal; Chieh-Yang Huang; Chung-Chi Huang; Radu Tudor Ionescu; Elsayed Issa; N J Karthika; Anisia Katinskaia; Elma Kerz; Fazel Keshtkar; Grandee Lee; Ji-Ung Lee; Arun Balajiee Lekshmi Narayanan; Jiazheng Li; Anastassia Loukina; Wanjing Anya Ma; Jakub Macina; Lieve Macken; Nitin Madnani; Arianna Masciolini; Detmar Meurers; Michael Mohler; Phoebe Mulcaire; Ricardo Muñoz Sánchez; Sungjin Nam; Diane Napolitano; Huy Nguyen; S Jaya Nirmala; Sergiu Nisioi; Michael Noah-Manuel; Adam Nohejl; Amin Omidvar; Daniel Oyeniran; Robert Östling; Ulrike Pado; Yannick Parmentier; Ted Pedersen; Mengyang Qiu; Martí Quixal; Chatrine Qwaider; Arjun Ramesh Rao; Vivi Peggie Rantung; Manikandan Ravikiran; Hanumant Redkar; Robert Reynolds; Saed Rezayi; Frankie Robertson; Aiala Rosá; Andreas Säuberli; Nicy Scaria; Ronald Seoh; Pritam Sil; Astha Singh; Lucy Skidmore; Maja Stahl; Katherine Stasaski; Helmer Strik; Hakyung Sung; Sowmya Vajjala; Elena Volodina; Nikhil Wani; Alistair Willis; Fabian Zehner.

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Call for paper: BriGap-3, Bridges and Gaps between Formal and Computational Linguistics
by Timothée Bernard 20 Jan '26

20 Jan '26

*Call for paper: BriGap-3, Bridges and Gaps between Formal and Computational Linguistics* (with our apologies for cross-posting) Venue: Université Paris Cité, campus des Grands moulins, *Paris, France* Date: *July 11th, 2026* Event website: https://brigap-workshop.github.io/ *BriGap-3 is a venue for formal linguists, computational linguists and NLP scientists to meet: what fruitful interactions can we have? How do we build upon each other’s work?* * *Description* * Due to the groundbreaking achievements in the LLM era, the ongoing discourse in NLP has shifted more to what can be achieved through language than studying language for its own sake, and traditional conferences are increasingly dominated by engineering-oriented work. It could thus appear that computational and formal linguistics are more than ever separate domains. Yet, we are also witnessing a growing interest in linguistics in both explaining the successes of neural models and uncovering their limitations. Conversely, neural methods have proven their usefulness for linguistics time and again. To what extent are these traditions truly divorced, and what fruitful bridges can be (re)built? To answer these questions, the third iteration of the workshop on Bridges and Gaps between Formal and Computational Linguistics (BriGap-3) intends to provide a space for formal linguists, computational linguists, and NLP scientists to exchange their perspectives on how their different domains of research can build upon one another. * *Event topics* * - investigation of the linguistic properties of machine learning models, - linguistic representations, vector space semantics, and their relations with theoretical concepts such as compositionality, - use of computational and information-theoretical methods for linguistic inquiry, - formal distributional semantics and neural-symbolic integration for NLP, - formal grammars, symbolic structures and their applications for computational linguistics and NLP, - trends in the history of computational linguistics and NLP, - … * *Invited speakers* * - *Raquel FERNÁNDEZ*, Universiteit van Amsterdam - *Tal LINZEN*, New York University (to be confirmed) * *Submission details* * The event is designed with a widely inclusive submission policy so as to foster as vibrant a discussion as possible. In particular, we will accept: - Archival submissions, corresponding to novel and unpublished research, to be included in the event proceedings, - Non-archival submissions, corresponding to work in progress, early results, and articles presented in other venues that engage with the topics of the event. The event accepts both archival (original and unpublished research) submissions in either short (up to 4 pages) or long (up to 8 pages) format, and non-archival (work-in-progress, dissemination of research published or accepted elsewhere, etc.) submissions in short (up to 4 pages) format. Camera-ready versions of papers will be given one additional page of content so that reviewers’ comments can be taken into account. Each submission should mention whether it targets archival or non-archival status. Archival papers accepted at BriGap-3 will be indexed in the ACL Anthology. Please use the ACL style templates available here: https://github.com/acl-org/acl-style-files Event website: https://brigap-workshop.github.io/ * *Important dates* * - *Submission deadline: Monday, April 27th, 2026*, (23:59 AoE) - Notification of acceptance: Monday, May 11th 2026 - Event: Saturday, July 11th, 2026 * *Contact* * For questions, please send an email to brigapworkshop(a)gmail.com or contact one of the event chairs: - Timothée Bernard, Université Paris Cité - Emmanuele Chersoni, Hong Kong Polytechnic University - Giulia Rambelli, Università di Bologna

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IVACS 2026 - Malta - CfP Deadline Reminder
by Christopher.Fitzgerald 20 Jan '26

20 Jan '26

Call for Papers deadline this Friday January 23rd IVACS 2026 – Inter-Varietal Applied Corpus Studies Conference 1–3 July 2026 | University of Malta, Valletta, Malta The IVACS Association is pleased to announce that the 12th Biennial IVACS Conference will be hosted by the University of Malta, Valletta Campus, from 1–3 July 2026. The IVACS Conference series is a leading international forum for corpus-based research into linguistic varieties and applications of corpus linguistics in professional, pedagogical, and social contexts. Following the successful series of conferences, IVACS 2026 will continue to build on this tradition of collaboration and innovation. We welcome proposals related to (but not limited to): * Corpus Design & Methodology: compilation, annotation, and representativeness * Applied Contexts: workplace and professional discourse, minority and endangered languages, translation, interpreting, multilingual communication, stylistics * Innovations & Emerging Directions: GenAI tools and platforms, multimodal corpora * Teaching & Learning: corpus applications in pedagogy, data-driven learning, assessment, teacher education, learner corpora, genre-based approaches * Corpus-Informed Materials: pedagogic grammars, textbooks, syllabi design * Theoretical Perspectives: sociolinguistics, pragmatics, critical discourse studies, intercultural communication * Corpus Linguistics and Ethical Practice: Ethical, transparent, and inclusive methods in corpus-based research Submission Details * Individual Papers: 20 minutes presentation + 10 minutes discussion * Colloquia: 90 minutes, consisting of 3 thematically linked papers * Posters: especially suitable for work-in-progress or early-stage projects * Paper, colloquia and poster abstracts should be submitted to ivacs2026(a)um.edu.mt<mailto:ivacs2026@um.edu.mt>. The language of the conference is English. We encourage submission of abstracts from early-career researchers, including postgraduate research students and postdoctoral researchers. Abstract specifications for Individual Papers and Posters: * 250 – 350 words in length (including references, if any) * Written in Times New Roman font and saved as a docs file * Page 1 will include: Title; Presenter(s); Affiliation(s); Email address(es), plus abstract * Page 2 will be anonymised and will include: Title and abstract only Abstract specifications for Colloquia: * A maximum of 1,000 words in length (not including list of references) * A single abstract on behalf of all speakers on the panel, detailing the overall motivation for the panel, individual contributions, and the proposed panel structure * Written in Times New Roman font and saved as a docs file * Page 1 will include: Theme for the panel; Title of each contribution; Presenters; Affiliations; Email addresses, plus abstracts * Page 2 will be anonymised and will include: Titles and abstracts only Important Dates * Abstract submission deadline: 23 January 2026 (23:59 UTC) * Notification of acceptance: Early March 2026 * Early-bird registration deadline: April 2026 * Conference dates: 1–3 July 2026 Séanadh Ríomhphoist / Email Disclaimer https://www.mic.ul.ie/about-mic/college-services/ict-services?index=5

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3rd CFP: LAnguage TEchnologies for Low-resource Languages (LaTeLL ’2026)
by Amal Haddad 19 Jan '26

19 Jan '26

International Conference 'LAnguage TEchnologies for Low-resource Languages' (LaTeLL '2026) Fes, Morocco 30 September, 1 and 2 October 2026 www.latell.org/2026/ [1] Third Call for Papers The conference Natural Language Processing (NLP) has witnessed remarkable progress in recent years, largely driven by the emergence of deep learning architectures and, more recently, large language models (LLMs). Nevertheless, these advances have disproportionately benefited high-resource languages that possess abundant data for model training. By contrast, low-resource languages which account for at least 85% of the world's linguistic diversity and are often spoken by smaller or marginalised communities, have not yet reaped the full benefits of contemporary NLP technologies. This imbalance can be attributed to several interrelated factors, including the scarcity of high-quality training data, limited computational and financial resources, and insufficient community engagement in data collection and model development. Developing NLP applications for low-resource languages poses major challenges, particularly the need for large, well-annotated datasets, standardised tools, and robust linguistic resources. Although several workshops have previously addressed NLP for low-resource languages, _LaTeLL_ represents the first international conference dedicated specifically to the automatic processing of such languages. The event aims to provide a forum for researchers to present and discuss their latest work in NLP in general, and in the development and evaluation of language models for low-resource languages in particular. Conference topics We invite submissions on a broad range of themes concerning linguistic and computational studies focusing on low-resource languages, including but not limited to the following topics: Language resources for low-resource languages * Dataset creation and annotation * Evaluation methodologies and benchmarks for low-resource settings * Lexical resources, corpora, and linguistic databases * Crowdsourcing and community-driven data collection * Tools and frameworks for low-resource language processing Core language technologies for low-resource languages * Language modelling and pre-training for low-resource languages * Speech recognition, text-to-speech, and spoken language understanding * Phonology, morphology, word segmentation, and tokenisation * Syntax: tagging, chunking, and parsing * Semantics: lexical and sentence-level representation NLP Applications for low-resource languages * Information extraction and named entity recognition * Question answering systems * Dialogue and interactive systems * Summarisation * Machine translation * Sentiment analysis, stylistic analysis, and argument mining * Content moderation * Information retrieval and text mining Multimodality and Grounding for low-resource languages * Vision and language for low-resource contexts * Speech and text multimodal systems * Low-resource sign language processing Ethics, Equity, and Social Impact for low-resource languages * Bias and fairness in low-resource language technologies * Sociolinguistic considerations in technology development * Cultural appropriateness and sensitivity Human-Centred Approaches in low-resource languages * Usability and accessibility of low-resource language technologies * Educational applications and language learning * Community needs assessment and technology adoption * User experience research in low-resource contexts Multilinguality and Cross-Lingual Methods for low-resource languages * Multilingual language models and their adaptation * Code-switching and code-mixing * Cross-lingual transfer learning in low-resource languages. Special Theme Track 1 -- Building Applications Based on Large Language Models for Low-Resource Languages _LaTeLL'2026_ will feature a Special Theme Track dedicated to the development of applications based on Large Language Models (LLMs) for low-resource languages. This track aims to explore innovative methodologies, architectures, and tools that leverage the power of LLMs to enhance linguistic processing, accessibility, and inclusivity for underrepresented languages. Contributions are encouraged on topics such as model adaptation and fine-tuning, multilingual and cross-lingual transfer, ethical and fairness considerations, and the creation of datasets and benchmarks that facilitate the integration of LLM-based solutions in low-resource settings. Special Theme Track 2 -- Modern Standard Arabic (MSA) and Arabic Dialects This special track addresses the unique challenges and opportunities in processing Modern Standard Arabic (MSA) and the rich landscape of Arabic dialects. The diglossic nature of Arabic, where the formal MSA coexists with numerous, widely used spoken dialects, presents a significant hurdle for NLP. While MSA is relatively well-resourced, Arabic dialects are quintessential examples of low-resource languages, often lacking standardised orthographies, annotated corpora, and dedicated processing tools. This track invites submissions on novel research and resources aimed at bridging this gap and advancing the state of the art in Arabic language technology. Topics of interest include, but are not limited to: * Dialect identification and classification * Creation of corpora and lexical resources for Arabic dialects * Machine translation between MSA and dialects, and across different dialects * Speech recognition and synthesis for dialectal Arabic * Computational modelling of morphology, syntax, and semantics for dialects * NLP applications (e.g., sentiment analysis, NER) for dialectal user-generated content * Code-switching between Arabic dialects, MSA, and other languages Submissions and Publication _LaTeLL'2026_ welcomes high-quality submissions in English, which may take one of the following two forms: * Regular (long) papers:Up to eight (8) pages in length, presenting substantial, original, completed, and unpublished research. * Short (poster) papers:Up to four (4) pages in length, suitable for concise or focused contributions, ongoing research, negative results, system demonstrations, and similar work. Short papers will be presented during a dedicated poster session. The conference will not consider submissions consisting of abstracts only. All accepted papers (both long and short) will be published as electronic proceedings (with ISBN) and made available on the conference website at the time of the event. The organisers intend to submit the proceedings for inclusion in the ACL Anthology. Authors of papers receiving exceptionally positive reviews will be invited to prepare extended and substantially revised versions for submission to a leading journal in the field of Natural Language Processing (NLP). Further details regarding the submission process will be provided in the follow up Calls for Papers. The conference will also feature a Student Workshop, and awards will be presented to the authors of outstanding papers. Important dates * Submissions due: 1 May 2026 * Reviewing process: 20 May - 20 June 2026 * Notification of acceptance: 25 June 2026 * Camera-ready due: 10 July 2026 * Conference camera-ready proceedings ready 10 July 2026 * Conference: 30 September, 1 October and 2 October 2026 Organisation Conference Chair Ruslan Mitkov (Lancaster University and University of Alicante) Programme Committee Chairs Saad Ezzini (King Fahd University of Petroleum & Minerals) Salima Lamsiyah (University of Luxembourg) Tharindu Ranasinghe (Lancaster University) Organising Committee Maram Alharbi (Lancaster University) Salmane Chafik (Mohammed VI Polytechnic University) Ernesto Estevanell (University of Alicante) Milica Ikonić Nešić (University of Belgrade) Further information and contact details The follow-up calls will provide more details on the conference venue and list keynote speakers and members of the programme committee once confirmed. In particular, the next (4th) call which is due before the end of February 2026, will provide information on the submission procedure. The conference website is www.latell.org/2026/ [1] and will be updated on a regular basis. For further information, please email 2026(a)latell.org Registration will open in March 2026. -- Amal Haddad Haddad (She/her) Facultad de Traducción e Interpretación Universidad de Granada |https://www.ugr.es/personal/amal-haddad-haddad Lexicon Research Group |http://lexicon.ugr.es/haddad Co-Convenor, BAAL SIG 'Humans, Machines, Language'|https://r.jyu.fi/humala Event Coordinator, BAAL SIG 'Language, Learning and Teaching' =============== Cláusula de Confidencialidad: "Este mensaje se dirige exclusivamente a su destinatario y puede contener información privilegiada o confidencial. Si no es Ud. el destinatario indicado, queda notificado de que la utilización, divulgación o copia sin autorización está prohibida en virtud de la legislación vigente. Si ha recibido este mensaje por error, se ruega lo comunique inmediatamente por esta misma vía y proceda a su destrucción. This message is intended exclusively for its addressee and may contain information that is CONFIDENTIAL and protected by professional privilege. If you are not the intended recipient you are hereby notified that any dissemination, copy or disclosure of this communication is strictly prohibited by law. If this message has been received in error, please immediately notify us via e-mail and delete it" =============== Links: ------ [1] http://www.latell.org/2026/

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Digital lexicography and lexical computing workshop, Bari, Italy
by Ondřej Matuška 19 Jan '26

19 Jan '26

*<Lexicom/>* a workshop in digital lexicography and lexical computing *Registration open* *Bari, Italy*15 – 19 September 2025 Your 5 days to get up-to-date with the latest developments in *corpus-driven lexicography* and to practice your *corpus building and corpus query skills* with some of the top experts in the field. For the programme, lecturers, invited speakers, fees and registration, visit this website *lexicom.courses <https://lexicom.courses/upcoming-lexicom/>* I hope to meet you in Bari in September! Ondřej *Ondřej Matuška* sketchengine.eu <http://www.sketchengine.eu/> | Facebook <https://www.facebook.com/SketchEngine/> | LinkedIn <https://www.linkedin.com/in/ondrejmatuska> | Twitter <https://twitter.com/SketchEngine>

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Postdoc Position: Chemical and Protein Language Models, Saarland University, Germany
by Dietrich Klakow 19 Jan '26

19 Jan '26

Postdoc Position: Chemical and Protein Language Models, Saarland University, Germany Our research group has a strong tradition in language models and their applications having made major contributions to both the core research as well as its use in areas like vision&language and low resource language processing. In recent years a new application area of LLMs has emerged: deep learning in scientific discovery. Therefore our research group is now focusing on getting a deeper understanding of how language models work and how they can be applied to biomedical domains. Our recent achievements include best paper awards at COLING, ACL and Interspeech. Many former group members now have faculty positions at institutions like Mila. The ideal candidate for the position would have: 1. Excellent knowledge of LLMs, machine learning and deep learning 2. Excellent programming skills 3. PhD in in a relevant field 4. Successful experiences working both independently and as part of a small team Salary: The Postdoc position will be 100% of full time on the German E13 scale (TV-L) which is about 4967€ per month before tax and social security contributions. The appointment will be for two years with a possible extension. About the department: The department of Language Science and Technology is one of the leading departments in the speech and language area in Europe. The flagship project at the moment is the CRC on Information Density. It also runs a significant number of European and nationally funded projects. In total, it has seven faculty and around 50 postdoctoral researchers and PhD students. The department is part of the Saarland Informatics Campus. With 900 researchers, two Max Planck institutes and the German Research Center for Artificial Intelligence, it is one of the leading locations for Informatics in Germany and Europe. We also have close collaborations with the department of bioinformatics and the Helmholtz Institute for Pharmaceutical Research. How to apply: Please send us a letter of motivation, your CV, your transcripts, a list of publications, and the names and contact information of at least two references, as a single PDF or a link to a PDF if the file size is more than 5 MB. Please apply latest by February 15th, 2026. Contact: Applications and any further inquiries regarding our research should be directed to dietrich.klakow(a)lsv.uni-saarland.de

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International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026): First Call for Journal First Papers
by Announce 19 Jan '26

19 Jan '26

*** First Call for Journal First Papers *** International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) 29 September - 2 October 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://conf.researchr.org/home/variability-2026 The VARIABILITY conference series brings together the communities previously served by ICSR, SPLC, and VaMoS, forming a unified venue for research on variability, configuration, customization, and related disciplines in software and systems engineering. VARIABILITY 2026 invites Journal-First presentations of papers recently published in leading software engineering journals, including TSE, TOSEM, IST, EMSE, JSS, ASEJ, SoSyM, and reputable open-access journals. This initiative provides authors with the opportunity to engage directly with the VARIABILITY community, while offering attendees a richer and more diverse program. The Journal-First papers remain published in their respective journals, and a one-page summary will be included in the VARIABILITY 2026 proceedings with a pointer to the original publication. Scope To qualify for a Journal-First presentation at VARIABILITY 2026, a paper must meet these criteria: • It was published on the publisher’s website between May 2024 and March 2026. • It fits within the scope of VARIABILITY 2026, as described in the research track call (https://conf.researchr.org/track/variability-2026/variability-2026-papers#C…), and can bring new insights or directions to the community. • It presents new research results or significant extensions of prior work that have not been presented at SPLC, VaMoS, or ICSR before. • It has not been presented at, and is not under review for, Journal-First Tracks of other related conferences. How to Submit Authors of papers that meet the above criteria are invited to submit a short proposal for presentation. The proposal should be one page and include the following: • Paper title, authors, extended abstract, and a link or DOI to the original journal paper. • If the journal paper builds on or is related to previously published work (such as a poster or tool demo), the proposal must clearly explain why it should be considered a Journal- First paper. • All proposals must be submitted as a PDF via EasyChair: https://easychair.org/my/conference?conf=variability2026 (Journal-First Track). • Please upload both the proposal PDF and a ZIP file containing the original journal paper. Accepted papers will be published in the VARIABILITY 2026 Companion Proceedings published by Springer in the LNCS series. A Journal-First proposal must be at most one page long and it must follow the Springer guidelines: https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu… . By submitting your paper for inclusion in these proceedings, you acknowledge that you and your co-authors must comply with Springer’s publications policies (https://www.springer.com/gp/editorial-policies) including requirements related to research integrity, copyright, and ethical standards. Any alleged violations of these policies may be investigated by Springer and could result in corrective actions, including withdrawal of the paper. Evaluation and Selection Proposals will be selected based on the quality of the publication and the journal, after confirming that the paper fits the scope of the conference. Since the papers have already been peer-reviewed and accepted by their journals, they will not undergo another technical review. The goal is to include as many papers as possible in the Journal-First Track. However, if an unusually high number of papers are received, some might not be accepted. If needed, priority will be given to papers that best align with the conference topics of interests and the structure of the sessions. Conference Attendance For each paper accepted into the Journal-First Track, at least one author must register for the conference and attend to give the oral presentation. Important Dates (AoE) • Submission of Papers: 2 April 2026 • Notification of Acceptance: 1 June 2026 • Camera-Ready Submission: 15 July 2026 • Author Registration: 15 July 2026 Organisation General Chairs • George A. Papadopoulos, University of Cyprus, Cyprus • Gilles Perrouin, FNRS & University of Namur, Belgium Research Track Chairs • Thorsten Berger, Ruhr University Bochum, Germany • Ina Schaefer, KIT, Germany Industry Track Chairs • Shaukat Ali, Simula Research Lab and Oslo Metropolitan University, Norway • Martin Becker, Fraunhofer IESE, Germany Journal First Track Chairs • Mathieu Acher, University Rennes, Inria, CNRS, IRISA, France • Xhevahire Tërnava, LTCI, Télécom Paris, Institut Polytechnique de Paris, France Doctoral Symposium Track Chairs • Rick Rabiser, LIT CPS, Johannes Kepler University Linz, Austria • Iris Reinhartz-Berger, University of Haifa, Israel Demos and Tools Track Chairs • Sandra Greiner, University of Southern Denmark, Denmark • Leopoldo Teixeira, Federal University of Pernambuco Projects Showcase Chairs • Daniel Struber, Chalmers, University of Gothenburg, Radbound University, Sweden • Dalila Tamzalit, Nantes Université, France Hall of Fame Chairs • Martin Becker, Fraunhofer IESE, Germany • Goetz Botterweck, Lero - The Irish Software Research Centre and University of Limerick, Ireland • Natsuko Noda, Shibaura Institute of Technology, Japan Workshops Chairs • Lidia Fuentes, Universidad de Malaga, Spain • Malte Lochau, University of Siegen, Germany Tutorials Chairs • Loek Cleophas, Eindhoven University of Technology and Stellenbosch University, The Netherlands • Mahsa Varshosaz, IT University of Copenhagen, Denmark Proceedings Chair • Sophie Fortz, King's College London, UK Publicity Chairs • Wesley Assunção, North Carolina State University, USA • Kentaro Yoshimura, Hitachi Ltd, Japan Local Organiser and Finance Chair • George A. Papadopoulos, University of Cyprus, Cyprus

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[CFP – Deadline Extended] LPKM 2026
by imen touati 19 Jan '26

19 Jan '26

Call for Papers The ANLP Research Group of the MIRACL Laboratory, University of Sfax, Tunisia, is pleased to announce the 4th International Conference on Language Processing and Knowledge Management LPKM 2026, which will be held in Sousse, Tunisia, from May 5 to 7, 2026. This edition provides an opportunity to present cutting-edge research, promote interdisciplinary collaborations, and address emerging challenges in language processing, knowledge management, artificial intelligence, and intelligent systems Relevant topics for the conference include, but are not limited to, the following areas: 1. Artificial Intelligence and Data Science - Artificial Intelligence and Intelligent Agents - Artificial Intelligence and Machine Learning - Natural Language Processing (NLP) - Large Language Models (LLMs) - Data Science and Knowledge Engineering - Computer Vision and Image Processing 2. Systems, Software, and Security - Systems and Computing - Information Systems - Software Engineering and Software Architecture - System and Software Security - Security and Trust - Cloud Computing and Internet of Things (IoT) - Blockchain and Distributed Systems 3. Theory and Formal Methods - Algorithms, Automata, and Complexity - Logic, Semantics, and Theory of Programming - Static Analysis, Verification, and Testing 4. Cross-Domain AI Applications - AI in Healthcare - AI in Auditing - AI in Taxation, Economics, and Management - AI in Intelligent Automation - AI in Fraud Detection and Risk Management - AI in Finance and Financial Systems - AI-Driven Decision-Support Systems Paper Submission Authors are invited to submit their papers in PDF format via the CMT conference management system. Submitted papers must: - be written in English, - present original work not previously published or submitted elsewhere, - not exceed 10 pages (including tables, figures, and references), - follow the Springer LNCS format. All submissions will be reviewed based on relevance, originality, significance, and clarity. The conference proceedings will be submitted to Springer for publication and for indexing in DBLP and Scopus. Important Dates - Paper Submission Deadline (Extended): 31 January 2026 - Notification of Acceptance: 5 March 2026 - Camera-Ready Submission: 20 March 2026 - Conference Dates: 5–7 May 2026 For further information, please contact the organizing committee at: lpkm2026(a)fsegs.u-sfax.tn Conference website: https://sites.google.com/fsegs.usf.tn/lpkm-2026/home ___________________________ ___________________________________Imen TouatiPhd in Computer sciences

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[Jobs] PhD and postdoc positions in Human-Centric Explainable NLU
by Isabelle Augenstein 19 Jan '26

19 Jan '26

The Natural Language Understanding Research group<https://www.copenlu.com/> at the Department of Computer Science, University of Copenhagen<https://di.ku.dk/> is offering a PhD and postdoc position each on a new interdisciplinary project on “Human-Centered Explainable Retrieval-Augmented LLMs”<https://dff.dk/en/our-funded-projects/see-an-overview-of-supported-research…> funded by the Independent Research Foundation Denmark<https://dff.dk/en/>, led by Isabelle Augenstein<https://isabelleaugenstein.github.io/> and Irina Shklovski<https://scholar.google.com/citations?user=ufIlFCIAAAAJ&hl=en>. Read more about reasons to join CopeNLU here<https://www.copenlu.com/post/why-ucph/>. PhD position The PhD position is fully funded for three years and open to candidates with a Master’s degree or equivalent in Computer Science or a related field. The PhD student’s research is expected to focus on explanation steering for human-centric RAG. The ideal candidate would thus have an educational background, prior research or work experience in ML or NLP. The PhD student would be supervised by Isabelle Augenstein<https://isabelleaugenstein.github.io/> and co-supervised by Irina Shklovski<https://scholar.google.com/citations?user=ufIlFCIAAAAJ&hl=en>, and also collaborate with the larger project team. In addition to a postdoc to be recruited, this includes external collaborators, including in information retrieval. Read more about the position and apply here<https://employment.ku.dk/phd/?show=153280> by 1 February 2026 to be considered. The expected start date is 1 September 2026. Postdoc position The postdoc position is also offered for three years and open to candidates with a PhD degree in Computer Science or another relevant field. The postdoc’s duties will be to conduct research on user-centric RAG and information needs of people interacting with AI. The ideal candidate would thus have an educational background, prior research or work experience at the intersection of Human-Computer Interaction and Natural Language Processing. The postdoc would work with Irina Shklovski<https://scholar.google.com/citations?user=ufIlFCIAAAAJ&hl=en> and Isabelle Augenstein<https://isabelleaugenstein.github.io/>, and also collaborate with the larger project team. Read more about the position and apply here<https://jobportal.ku.dk/videnskabelige-stillinger/?show=153139> by 1 February 2026 to be considered. The expected start date is 1 September 2026. Isabelle Augenstein, Dr. Scient., Ph.D. Professor and Head of the NLP Section, Department of Computer Science (DIKU) Co-Lead, Pioneer Centre for Artificial Intelligence University of Copenhagen Østervold Observatory Øster Voldgade 3 1350 Copenhagen augenstein(a)di.ku.dk<mailto:augenstein@di.ku.dk> http://isabelleaugenstein.github.io/

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2nd CfP and Mentorship Provision — Workshop on Dialects in NLP: A Resource Perspective (at LREC 2026)
by s.bompolas＠athenarc.gr 19 Jan '26

19 Jan '26

2nd Call for Papers and Mentorship Provision Dialects in NLP: A Resource Perspective (DialRes-LREC26) Workshop at LREC 2026 — Palma de Mallorca, Spain Dialectal and non-standard varieties pose persistent challenges for linguistic resource development. While in-depth study and large-scale resource creation for dominant or standard varieties have driven major advances in language technology, linguistic resources that adequately represent dialectal variation remain scarce. It therefore remains an open question whether standard-centric practices address dialectal variation or instead create new problems for dialects. DialRes-LREC26 invites submissions on the creation, analysis, and evaluation of dialectal resources, including—but not limited to—work that critically examines how standard-centric methodologies impact dialects in the development of linguistic resources and models. We especially encourage contributions addressing the consequences of such practices for speech and morphosyntactic modelling, OCR of dialectal and historical texts, orthographic normalisation and homogenisation, annotation practices and lemmatisation strategies that abstract away or suppress dialectal forms, as well as analyses of how these choices affect dialects and their communities methodologically, economically, and socially. The workshop focuses on problems, limitations, and trade-offs in developing dialectal resources from a linguistic perspective, while encouraging the creation and evaluation of resources in formats that enable reuse by the NLP community. Workshop Topics • Development and evaluation of dialectal oral and textual resources • Orthographic normalisation and homogenisation, including their impact on dialectal variation • Dialects vs. standard language varieties in annotation frameworks • Cross-lingual and cross-dialectal transfer and model adaptation • Resource scalability issues and techniques • Use and limitations of large language models (LLMs) in dialectal resource development • OCR for dialectal, non-standard, and historical texts: challenges, errors, and downstream effects • Resources for, and applications supporting, dialect revitalisation and preservation • Dialectal studies and teaching from a resource-oriented perspective • Working on dialectal resources: academic, financial, legal, and societal issues • Enabling and empowering dialect communities to develop their own resources Author Support The workshop will offer individual tutoring and mentoring upon request. Interested authors should contact the organizers at least 10 days before the paper submission deadline at: dialres-lrec26(a)googlegroups.com This support is addressed especially to early-career researchers and contributors working with dialectal data who have limited or no prior experience in developing NLP-oriented resources. Submission Information Instructions for Authors Submissions are electronic, using the Softconf START conference management system via the link: https://softconf.com/lrec2026/DialRes. They must be 4 to 8 pages long (excluding references and potential Ethics Statements) and follow the LREC stylesheet, available on the conference website on the Author’s kit page Author’s Kit. All templates are also available from this page. Important Dates • 20 February 2026 — Submission Deadline • 11 March 2026 — Notification of Acceptance • 28 March 2026 — Camera-ready Papers Due Resubmissions from the LREC Main Conference It will also be possible to submit papers that were rejected from the LREC 2026 main conference to DialRes 2026. Such submissions must be revised to fit the scope and format of the workshop and must comply with the same anonymization requirements. Endorsements The workshop is endorsed by UniDive COST Action CA21167 and Archimedes Athena R.C. Organizing Committee • Antonios Anastasopoulos — George Mason University / Archimedes–Athena RC • Stella Markantonatou — ILSP / Archimedes–Athena RC • Angela Ralli — University of Patras / Archimedes–Athena RC • Marcos Zampieri — George Mason University • Stavros Bompolas — Archimedes–Athena RC • Vivian Stamou — Archimedes–Athena RC

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Call For Participation: MedGenVidQA Shared Task at BioNLP 2026
by deepak.gupta＠nih.gov 19 Jan '26

19 Jan '26

Dear Colleagues and Friends, We are pleased to announce MedGenVidQA, a shared task co-located with BioNLP 2026. This challenge focuses on generative approaches to medical video question answering and aims to develop models for the following tasks: - Task A: Retrieving relevant multimodal information for medical questions. - Task B: Locating visual segments as answers to medical questions within professional medical videos. - Task C: Generating multimodal question-answer pairs from medical videos. For more details, please visit the shared task website: https://medgenvidqa.github.io/ Important Dates - Release of training and validation datasets: Jan 16, 2026 - Release of multimodal corpus: Jan 30, 2026 - Release of test sets: Feb 16, 2026 - Run submission deadline: Mar 15, 2026 (Task A); Mar 31, 2026 (Tasks B and C) - Release of official results: Apr 10, 2026 - Paper submission deadline: Apr 24, 2026 We look forward to your participation. Please join our Google Group (https://groups.google.com/g/medgenvidqa2026) for important updates. If you have any questions, you may contact us through the Google Group or via email. Thank you, MedGenVidQA 2026 Organizers

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[IRAI-ECIR 2026] First Workshop on Information Retrieval for Accountability and Integrity
by Yohei Seki 18 Jan '26

18 Jan '26

Hello, We are excited to invite you to IRAI 2026 - the First Workshop on Information Retrieval for Accountability and Integrity, a full-day pilot workshop dedicated to exploring how IR and NLP can help evaluate forward-looking statements, verify commitments, and restore trust across public and private domains. - What IRAI aims to do Information systems shape public discourse, decisions, and trust?yet we lack systematic ways to evaluate the accuracy of forward-looking statements (e.g., campaign promises, corporate forecasts). Media coverage is selective, standards are uneven, and the signal is buried in noise. The result: accountability gaps and eroded confidence. IRAI brings IR and NLP communities together to assess the fulfilment and reliability of claims and commitments. It complements ECIR’s mission by tackling a pressing, real-world challenge with societal impact. - Aligned with the NLP community IRAI 2026 will be part of the European Conference on Information Retrieval (ECIR) held in Delft on April, 2nd 2026 as it highlights concrete applications for social good. - Important Information * When: Apr 2, 2026 * Where: Delft, Netherlands * Submission Deadline: Feb 1, 2026 * Notification Due: Feb 21, 2026 * Final Version Due: Mar 1, 2026 - More info and Registration: https://nlpfin.github.io/sites/ECIR2026.html -- IRAI organizers

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Call For Papers and Participation: BioNLP 2026 and Shared Tasks @ ACL 2026
by ddemner＠mail.nih.gov 17 Jan '26

17 Jan '26

BIONLP 2026 and Shared Tasks @ ACL 2026 https://aclweb.org/aclwiki/BioNLP_Workshop *Tentative* Important Dates (All submission deadlines are 11:59 p.m. UTC-12:00 “anywhere on Earth”) Paper submission deadline: April 17 (Friday), 2026 Notification of acceptance: May 4 (Monday), 2026 Camera-ready paper due: May 12 (Tuesday), 2026 Workshop: July 3 OR 4, 2026 Please watch for the updates! SUBMISSION INSTRUCTIONS ----------------------------------------- Two types of submissions are invited: full papers and short papers. Full papers should not exceed eight (8) pages of text, plus unlimited references. These are intended to be reports of original research. BioNLP aims to be the forum for interesting, innovative, and promising work involving biomedicine and language technology, whether or not yielding high performance at the moment. This by no means precludes our interest in and preference for mature results, strong performance, and thorough evaluation. Both types of research and combinations thereof are encouraged. Short papers may consist of up to four (4) pages of content, plus unlimited references. Appropriate short paper topics include preliminary results, application notes, descriptions of work in progress, etc. Electronic Submission Submissions must be electronic and in PDF format, using the Softconf START conference management system Submissions need to be anonymous. Submission site for the workshop: START system (link coming soon) Please follow the ACL formatting guidelines: https://github.com/acl-org/acl-style-files Dual submission policy: papers may NOT be submitted to the BioNLP workshop if they are or will be concurrently submitted to another meeting or publication. WORKSHOP OVERVIEW AND SCOPE ----------------------------------------- The BioNLP workshop, associated with the ACL SIGBIOMED special interest group, is an established primary venue for presenting research in language processing and language understanding for the biological and medical domains. The workshop has been running every year since 2002 and continues getting stronger. Many other emerging biomedical and clinical language processing workshops can afford to be more specialized because BioNLP truly encompasses the breadth of the domain and brings together researchers in bio- and clinical NLP from all over the world. The interest in biomedical and clinical language continues to broaden due to unprecedented advances supported by success stories in improving health through supporting patients and clinicians. Access to biomedical information became easier, and more people generate and access health-related text. Only language technologies can enable and support adequate use of the biomedical and clinical text in most use cases. The advances in pre-trained language models and foundation models make all parties involved in healthcare turn to language technologies in the hope of getting tangible support in satisfying information needs, facilitating research and improving clinical documentation and healthcare. In addition to exposing BioNLP researchers to the mainstream ACL research, the workshop is a venue for informing the mainstream ACL researchers about the fast growing and important domain of biomedical / clinical language processing. BioNLP 2026 will focus on evaluation frameworks and metrics that reflect the needs of health-related use cases and provide a good estimate of reliability of the proposed solutions. BioNLP 2026 will continue focusing on transparency of the generative approaches and factuality of the generated text. Language processing that supports DEIA (Diversity, Equity, Inclusion and Accessibility) continues to be of utmost importance. The work on detection and mitigation of bias and misinformation continues to be paramount. Research in languages other than English, particularly, under-represented languages, and health disparities are always of interest to BioNLP. Other areas of interest include, but are not limited to: * Entity identification and normalization (linking) for a broad range of semantic categories; * Extraction of complex relations and events; * Discourse analysis; Anaphora / coreference resolution; * Question Answering; Summarization; Text simplification; * Resources and strategies for system testing and evaluation; * Synthetic data generation and data augmentation; * Translating NLP research into practice: tangible explainable results of biomedical language processing applications. * Reproducibility of the published findings. SHARED TASKS ----------------------------------------- BioNLP has a long-standing tradition of sponsoring Shared Tasks. This year, we invited SIGBioMed members to submit a description of a shared task to be included with the BioNLP proposal. We received four strong detailed descriptions of the tasks, which were reviewed by the workshop organizers. These well-defined and timely tasks are briefly described below. MedExACT This task involves detection and labeling of medical decisions in ICU discharge summaries, with evaluation metrics emphasizing both accuracy and fairness across demographic and disease subgroups at the span and token levels, as well as through stratified analyses to measure robustness against biases in sex, race, English proficiency, and disease type. Baseline models such as RoBERTa indicated the complexity of the task, and participants will be supported with expedited access to MedDec through PhysioNet, a public leaderboard, and a starter kit in Python. The training and validation splits of MedDec are currently available on PhysioNet, while the test split has not been released and will remain withheld until the evaluation phase. Please join the google group to receive notifications and register your team https://groups.google.com/g/medexact-acl2026. If you have any question, feel free to send an email to medexact-acl2026+owner(a)googlegroups.com. PsyDefDetect: Detecting Psychological Defense Mechanisms in Conversations This task focuses on classifying Seeker’s utterances in supportive conversations into specific Psychological Defense Levels based on the Defense Mechanism Rating Scales (DMRS) framework. The benchmark addresses the challenge of capturing subtle linguistic cues of deep-seated psychological mechanisms within highly informal and context-dependent emotional dialogues. This initiative supports research at the intersection of clinical psychology and NLP, aiming to operationalize complex psychological constructs for computational analysis. Participating systems will be ranked using Accuracy, Precision, Recall, and F1-score. Task Homepage: https://psydefdetect-shared-task.github.io/ MedGenVidQA The MedGenVidQA shared task focuses on developing systems that utilize generative models to retrieve relevant multimodal (textual and visual) sources and to localize visual answers within medical videos in response to consumer and healthcare professional medical queries. Additionally, resource creation in the medical domain is both costly and time-consuming, as it often requires medical expertise. In this context, we also aim to assess the capability of generative models to create question–answer pairs from medical videos. Following earlier editions of medical question answering tasks: MedVidQA 2023, MedVidQA 2024, BioGen 2024, and BioGen 2025, this shared task expands medical video question answering for both professionals and consumers, with a focus on generative approaches to solving these tasks. See details at https://medgenvidqa.github.io/ Clinical Skill QA This task extends evaluation to a multimodal setting. Given an image of a medical student’s procedure, a question, and four answer options, the goal is for participants to train a model to generate the correct response. The dataset will be constructed from ~80 video clips of medical student clinical procedures, collected from a partner medical school. This task provides a unified framework for benchmarking, diagnosing, and advancing LLM capabilities for both clinical decision support and medical training. Evaluation will follow a multiple-choice QA setup with accuracy as the primary metric, with additional stratified analyses by skill type and modality.

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CfP: 2nd Workshop on Computational Humor (CHum @ ACL 2026)
by Tristan Miller 16 Jan '26

16 Jan '26

Call for papers: 2nd Workshop on Computational Humor (CHum 2026) ================================================================ The 2nd Workshop on Computational Humor (CHum 2026) will take place virtually on July 3 or 4, 2026 as part of the 64th Annual Meeting of the the Association for Computational Linguistics (ACL 2026). Scope and topics ---------------- CHum 2026 aims to foster further work on modeling the processes of humor with current methods in computational linguistics and natural language processing, against the theoretical backdrop of humor research and with reference to relevant corpora of textual, visual, and multimodal materials. A principal goal of the workshop is to unite researchers who can together probe the limits of various meaning representations -- symbolic, neural, and hybrid -- for humor processing. We welcome contributions on any topic relevant to the computational processing of humor, including but not limited to the following: * LLMs, knowledge representation * Resources and evaluation * Human-computer interaction * Computer-mediated communication * Assisted content creation * Machine and computer-assisted translation * Digital humanities applications * Formal modeling of humor * Proof-of-concept humor detection and classification Particularly encouraged are submissions describing inter- or multi-disciplinary work, whether completed or in progress, and position papers that critically discuss the past, present, and future of computational humor systems. Submission instructions ----------------------- Long and short papers should be formatted according to the same guidelines for the main ACL 2026 conference papers <https://2026.aclweb.org/calls/main_conference_papers/>. Submission instructions will be added to a future version of this call and also posted to the workshop website <https://chumweb.org/>. Important dates --------------- All deadlines are at 23:59 UTC-12:00 ("anywhere on Earth"). * Initial submission: March 5, 2026 * Notification of acceptance: April 28, 2026 * Camera-ready submission: May 12, 2026 * Workshop: July 3 or 4, 2026 Organizers ---------- * Christian F. Hempelmann, East Texas A&M University * Julia Rayz, Purdue University * Ori Amir, Fulbright University Vietnam * Tristan Miller, University of Manitoba * Tiansi Dong, University of Cambridge Further information ------------------- * Website: <https://chumweb.org/> * E-mail: chum(a)groups.io -- Dr. Tristan Miller, Assistant Professor Department of Computer Science, University of Manitoba https://clam.cs.umanitoba.ca/ | Tel. +1 204 474 6792

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CFP: BioNLP 2026 and Shared Tasks @ ACL 2026
by ddemner＠gmail.com 16 Jan '26

16 Jan '26

BIONLP 2026 and Shared Tasks @ ACL 2026 https://aclweb.org/aclwiki/BioNLP_Workshop *Tentative* Important Dates (All submission deadlines are 11:59 p.m. UTC-12:00 “anywhere on Earth”) Paper submission deadline: April 17 (Friday), 2026 Notification of acceptance: May 4 (Monday), 2026 Camera-ready paper due: May 12 (Tuesday), 2026 Workshop: July 3 OR 4, 2026 Please watch for the updates! WORKSHOP OVERVIEW AND SCOPE ----------------------------------------- The BioNLP workshop, associated with the ACL SIGBIOMED special interest group, is an established primary venue for presenting research in language processing and language understanding for the biological and medical domains. The workshop has been running every year since 2002 and continues getting stronger. Many other emerging biomedical and clinical language processing workshops can afford to be more specialized because BioNLP truly encompasses the breadth of the domain and brings together researchers in bio- and clinical NLP from all over the world. The interest in biomedical and clinical language continues to broaden due to unprecedented advances supported by success stories in improving health through supporting patients and clinicians. Access to biomedical information became easier, and more people generate and access health-related text. Only language technologies can enable and support adequate use of the biomedical and clinical text in most use cases. The advances in pre-trained language models and foundation models make all parties involved in healthcare turn to language technologies in the hope of getting tangible support in satisfying information needs, facilitating research and improving clinical documentation and healthcare. In addition to exposing BioNLP researchers to the mainstream ACL research, the workshop is a venue for informing the mainstream ACL researchers about the fast growing and important domain of biomedical / clinical language processing. BioNLP 2026 will focus on evaluation frameworks and metrics that reflect the needs of health-related use cases and provide a good estimate of reliability of the proposed solutions. BioNLP 2026 will continue focusing on transparency of the generative approaches and factuality of the generated text. Language processing that supports DEIA (Diversity, Equity, Inclusion and Accessibility) continues to be of utmost importance. The work on detection and mitigation of bias and misinformation continues to be paramount. Research in languages other than English, particularly, under-represented languages, and health disparities are always of interest to BioNLP. Other areas of interest include, but are not limited to: * Entity identification and normalization (linking) for a broad range of semantic categories; * Extraction of complex relations and events; * Discourse analysis; Anaphora / coreference resolution; * Question Answering; Summarization; Text simplification; * Resources and strategies for system testing and evaluation; * Synthetic data generation and data augmentation; * Translating NLP research into practice: tangible explainable results of biomedical language processing applications. * Reproducibility of the published findings. SUBMISSION INSTRUCTIONS ----------------------------------------- Two types of submissions are invited: full papers and short papers. Full papers should not exceed eight (8) pages of text, plus unlimited references. These are intended to be reports of original research. BioNLP aims to be the forum for interesting, innovative, and promising work involving biomedicine and language technology, whether or not yielding high performance at the moment. This by no means precludes our interest in and preference for mature results, strong performance, and thorough evaluation. Both types of research and combinations thereof are encouraged. Short papers may consist of up to four (4) pages of content, plus unlimited references. Appropriate short paper topics include preliminary results, application notes, descriptions of work in progress, etc. Electronic Submission Submissions must be electronic and in PDF format, using the Softconf START conference management system Submissions need to be anonymous. Submission site for the workshop: START system (link coming soon) Please follow the ACL formatting guidelines: https://github.com/acl-org/acl-style-files Dual submission policy: papers may NOT be submitted to the BioNLP workshop if they are or will be concurrently submitted to another meeting or publication. SHARED TASKS ----------------------------------------- BioNLP has a long-standing tradition of sponsoring Shared Tasks. This year, we invited SIGBioMed members to submit a description of a shared task to be included with the BioNLP proposal. We received four strong detailed descriptions of the tasks, which were reviewed by the workshop organizers. These well-defined and timely tasks are briefly described below. MedExACT This task involves detection and labeling of medical decisions in ICU discharge summaries, with evaluation metrics emphasizing both accuracy and fairness across demographic and disease subgroups at the span and token levels, as well as through stratified analyses to measure robustness against biases in sex, race, English proficiency, and disease type. Baseline models such as RoBERTa indicated the complexity of the task, and participants will be supported with expedited access to MedDec through PhysioNet, a public leaderboard, and a starter kit in Python. The training and validation splits of MedDec are currently available on PhysioNet, while the test split has not been released and will remain withheld until the evaluation phase. Please join the google group to receive notifications and register your team https://groups.google.com/g/medexact-acl2026. If you have any question, feel free to send an email to medexact-acl2026+owner(a)googlegroups.com. PsyDefDetect: Detecting Psychological Defense Mechanisms in Conversations This task focuses on classifying Seeker’s utterances in supportive conversations into specific Psychological Defense Levels based on the Defense Mechanism Rating Scales (DMRS) framework. The benchmark addresses the challenge of capturing subtle linguistic cues of deep-seated psychological mechanisms within highly informal and context-dependent emotional dialogues. This initiative supports research at the intersection of clinical psychology and NLP, aiming to operationalize complex psychological constructs for computational analysis. Participating systems will be ranked using Accuracy, Precision, Recall, and F1-score. Task Homepage: https://psydefdetect-shared-task.github.io/ BioGen The task focuses on grounding answers with reference attribution to mitigate generation of false statements by LLMs when answering biomedical questions. BioGen 2026 introduces generation of multimodal answers from textual and visual sources with citations, leveraging PubMed and HealthVidQA as multimodal sources. The test set is based on the information requests submitted by self-identified non-clinicians to the MedlinePlus service provided by the National Library of Medicine. The evaluation will leverage BioACE, an automated metric that strongly correlates with human evaluation on the BioGen 2024 textual dataset. Clinical Skill QA This task extends evaluation to a multimodal setting. Given an image of a medical student’s procedure, a question, and four answer options, the goal is for participants to train a model to generate the correct response. The dataset will be constructed from ~80 video clips of medical student clinical procedures, collected from a partner medical school. This task provides a unified framework for benchmarking, diagnosing, and advancing LLM capabilities for both clinical decision support and medical training. Evaluation will follow a multiple-choice QA setup with accuracy as the primary metric, with additional stratified analyses by skill type and modality. Organizers ----------------------------------------- Dina Demner-Fushman, US National Library of Medicine Sophia Ananiadou, National Centre for Text Mining and University of Manchester, UK Kirk Roberts, UTHealth, Houston, Texas Jun-ichi Tsujii, National Institute of Advanced Industrial Science and Technology, Japan

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2nd Call for paper: The Information Disorder Workshop
by Marco Antonio Stranisci 16 Jan '26

16 Jan '26

The Information Disorder Workshop Collocated with LREC 2026 in Palma de Mallorca, Spain https://information-disorder-workshop.github.io/ * February 17: Paper submission * March 17: Notification of acceptance * March 30: Camera-ready submission * May 12, 2026: InDor at LREC! Online disinformation is a pressing challenge for our societies. Its role in influencing elections (Allcott & Gentzkow, 2017) and behaviours (van der Linden et al., 2020) has gathered the attention of different societal actors aimed at mitigating its negative impact. The Natural Language Processing (NLP) community is contributing to fighting this phenomenon with a growing number of datasets (Hussain et al., 2025) and technologies (VeraAI, AskVera, Bellingcat) (Lupi et al., 2023; Wuhrl et al., 2023) for the automatic recognition of fake news. However, this field of research suffers from a lack of a common theoretical framework, which causes a fragmentation of approaches. The increasing attention of the NLP community to human-label variation (Plank, 2022) raises additional challenges regarding the cross-cultural and pragmatic implications that determine the spreading of disinformation (Dabbous et al., 2022). The goal of the Information Disorder (InDor) workshop is to promote an interdisciplinary and intersectorial discussion towards the development of NLP research on disinformation. Information Disorder is a recent framework introduced by Wardle and Derakhshan (2017) to organize theories, definitions, and approaches for the study of disinformation. The framework is characterized by two main pillars: 1) acknowledging the need to categorize fake news under a finer-grained taxonomy of disorders (mis-information, dis-information, and mal-information); 2) exploring the role of the contextual factors that determine the spreading of fake news. InDor aims to - Define a common theoretical ground for the research on disinformation in NLP and beyond - Discuss the cultural factors determining subjectivity to disinformation - Promote interdisciplinarity in the development of datasets and models - Discuss the impact of real-world applications to contrast disinformation The InDor workshop (half-day duration) will be co-located with the fifteenth biennial Language Resources and Evaluation Conference (LREC) held at the Palau de Congressos de Palma in Palma de Mallorca, Spain, on 11-16 May 2026. Submissions When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). In addition, authors will be required to adhere to ethical research policies on AI and may include an ethics statement in their papers. The papers should be submitted as a PDF document, conforming to the formatting guidelines provided in the call for papers of the LREC conference. Templates are provided here https://lrec2026.info/authors-kit/ We accept three types of submissions: - Regular research papers; - Non-archival submissions: like research papers, but will not be included in the proceedings; - (Non-archival) research communications: 1-page abstracts summarising relevant research published elsewhere. InDor will also accept submissions that have been rejected from ACL rolling review, provided they are accompanied by their reviews, and they fit the topic of the workshop. Research papers (archival or non-archival) may consist of up to 8 pages of content. Research communications may consist of up to 1 page of content. Please make the submission here: https://softconf.com/lrec2026/InDor26/ Topics We invite original research papers specifically on the following topics, with a particular focus on resources, taxonomies, and benchmarks for the evaluation of NLP systems on Information Disorder: - new interdisciplinary theoretical proposals and foundational aspects - surveys on Information Disorder - multiculturality and multilinguality in datasets and technologies - interdisciplinary computational methods and frameworks - community- and user-centred approaches - real-world applications to contrast false information - experimental applications and projects for social good - evaluation of Information Disorder-focused systems - generative approaches to contrast false information - participatory approaches - positions on Information Disorder Submissions are open to all and are to be submitted anonymously (and must conform to the instructions for double-blind review). All papers will be refereed through a double-blind peer review process by at least three reviewers, with final acceptance decisions made by the workshop organisers. Scientific papers will be evaluated based on relevance, significance of contribution, impact, technical quality, scholarship, and quality of presentation. Attendance At least one author of each accepted paper is required to participate in the conference and present the work, in-person or online. Workshop organisers: Simona Frenda, Heriot-Watt University Marco Antonio Stranisci, University of Turin Shaina Ashraf, Phillips University of Marburg Ada Ren, Macquarie University Ioannis Konstas, Heriot-Watt University Usman Naseem, Macquarie University Contact us at s.frenda(a)hw.ac.uk if you have any questions. Website: https://information-disorder-workshop.github.io/ Marco, UNITO <https://www.unito.it/persone/mstranis> and aequa-tech <https://aequa-tech.com/> "Aoki è sboccato e ancora inesperto, ma dentro di sé nasconde una sensibilità delicata e gentile. È questo ciò che mi comunicano le sue storie. Hayashi, sono certo che lei riuscirà a illuminare il suo cammino" Taiyo Matsumoto

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CFP: Language Technologies and Digital Humanities: Resources and Applications (LTаDH-RA)
by Kiril Simov 16 Jan '26

16 Jan '26

Language Technologies and Digital Humanities: Resources and Applications (LTаDH-RA) CLaDA-BG 2026 Conference Sofia, Bulgaria Venue: tba 25-26 June 2026 CLaDA-BG is the Bulgarian national research infrastructure for resources and technologies for linguistic, cultural and historical heritage, integrated within CLARIN EU and DARIAH EU. Its mission is to provide access to the necessary resources and technologies that would support the research in Social Sciences and Humanities (SS&H). Modeling and linking of various types of knowledge and its contexts is crucial for the successful research in the interdisciplinary field of resources and technologies related to language, culture and history. This is the fifth edition of the CLaDA-BG conference. It aims at bringing together NLP developers, linguists, digital humanitarians, scholars and all parties interested in knowledge modeling and linking data for research. Topics of Interest The topics include, but are not limited to, the following ones: • Problems in SS&H – research methods, technological support, applications • Language technologies for sentiment analysis, semantic technologies, trust-worthiness of knowledge graphs, ethical challenges in digital SS&H • Knowledge Modeling and Elicitation for digital SS&H • Specific Language Resources and Technologies for historical texts, parliamentary records, speech and multimodal corpora, social media data, etc. • The role of digital libraries, archives and museums in digital SS&H research • Language Interface to Knowledge Graphs in SS&H • Knowledge-modeled and linked applications in SS&H • Large Language Models for DH • Best practices and new trends in Knowledge Modeling and Linking for language, culture and history Invited Speakers The invited speakers will be announced soon Important Dates Submission deadline: 19.04.2026 Notification of acceptance: 24.05.2026 Final Submission: 20.06.2026 Conference: 25-26.06.2026 Submissions We welcome oral presentations or posters (optionally with demo). We conform to CEUR-WS.org proceedings but the proceedings will not be published there. The instructions for preparing the submissions are here: https://ceur-ws.org/HOWTOSUBMIT.html#CEURART We invite two types of papers: regular papers (between 10 and 12 "standard" pages) and short papers (5-9 "standard" pages) in accordance with CEURART, 2-column style. A "standard" is 2500 characters. We also accept extended abstract submissions (3-5 "standard" pages) in accordance with CEURART, 2-column style. They will be presented at the conference and will be published in a Book of Abstracts in electronic form. Please submit your full paper or extended abstract in PDF to following email: ltadh-ra(a)bultreebank.org For contacting organizers, please use the following email: ltadh-ra(a)bultreebank.org The CLaDA-BG Organizers

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First Call for Papers: The Seventh Workshop on Privacy in Natural Language Processing (PrivateNLP) co-located with ACL 2026, San Diego, July 2-7, 2026
by Ivan Habernal 16 Jan '26

16 Jan '26

First Call for Papers: The Seventh Workshop on Privacy in Natural Language Processing (PrivateNLP) co-located with ACL 2026, San Diego, July 2-7, 2026 Website: https://sites.google.com/view/privatenlp2026/ PrivateNLP invites quality research contributions in different formats: Original research papers (long and short) Position and opinion papers All submissions will undergo a double-blind review process, and accepted submissions will be presented at the workshop. Topics of interest include but are not limited to: Privacy preserving machine learning for language models Generating privacy preserving test sets Data extraction attacks on NLP systems (e.g. membership inference attacks) Differential privacy for NLP models and data Generating Differentially private derived data NLP, privacy and regulatory compliance Private Generative Adversarial Networks Privacy in Active Learning and Crowdsourcing Privacy and Federated Learning in NLP User perceptions on privatized personal data Auditing provenance in language models Continual learning under privacy constraints NLP for studying privacy policies and other texts about privacy Ethical ramifications of AI/NLP in support of usable privacy Homomorphic encryption for language models Machine unlearning methods for language models Auditing privacy-preserving methods applied to NLP models and data Memorization of private information by language models Important Dates Submission deadline: March 5, 2026 Fast-track submission deadline: March 24, 2026 Non-archival paper submission deadline: April 7, 2026 Acceptance notification: April 28, 2026 Camera-ready versions: May 12, 2026 Submission deadline for presenting findings papers: May 28, 2026 Workshop: July 2 or 3, 2026 All deadlines 23:59 Anywhere on Earth Submission Instructions Two types of submissions are invited: full papers and short papers. Please follow the ACL submission policies. Full papers should not exceed eight (8) pages of text, plus unlimited references. Final versions of full papers will be given one additional page of content (up to 9 pages) so that reviewers' comments can be taken into account. Short papers may consist of up to four (4) pages of content, plus unlimited references. Upon acceptance, short papers will still be given up to five (5) content pages in the proceedings. We also ask authors to include a limitation section and broader impact statement, following guidelines from the main conference. We will be using OpenReview for submissions: Link TBD Please note OpenReview's moderation policy for newly created profiles: New profiles created without an institutional email will go through a moderation process that can take up to two weeks. New profiles created with an institutional email will be activated automatically. No anonymity period will be required for papers submitted to the workshop, per the latest updates to the ACL anonymity policy. However, submissions must still remain fully anonymized. Fast-Track Submission If your paper has been reviewed by ACL, EMNLP, EACL, or ARR and the average rating is higher than 2.5 (either average soundness or excitement score), the paper is qualified to be submitted to the fast-track. In the appendix, please include the reviews and a short statement discussing what parts of the paper have been revised. Link to fast-track submissions: Link TBD Please upload the following 3 documents in a single ZIP file: ARR reviews (including discussions and the meta-review) as a single PDF (e.g. printing the review webpage to PDF) The submitted anonymous paper as PDF A plain text file with the corresponding author's name and contact email Dual Submission Policy In addition to previously unpublished work, we invite papers on relevant topics which have been submitted to alternative venues (such as other NLP or ML conferences). Please follow the double-submission policy from ACL. Accepted cross-submissions will be presented as posters, with an indication of the original venue. Selection of cross-submissions will be determined solely by the organizing committee. Non-Archival Option There are no formatting or page restrictions for non-archival submissions. The accepted papers to the non-archival track will be displayed on the workshop website, but will NOT be included in the workshop proceedings or otherwise archived. Workshop organizers Ivan Habernal (ruhr-uni-bochum.de) Sepideh Ghanavati (maine.edu) Sara Haghighi (maine.edu) Krithika Ramesh (jhu.edu) Timour Igamberdiev (univie.ac.at) Shomir Wilson (psu.edu) Contact privatenlp26-orga(a)lists.ruhr-uni-bochum.de

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Call for article contributions: Upcoming edited volume on multiword expressions
by Filip Miletic 16 Jan '26

16 Jan '26

Dear colleagues, We are pleased to announce an upcoming volume on “Interdisciplinary, cross-lingual, diachronic and synchronic perspectives on the emergence and interpretation of multiword expression meanings”, which will be published by Springer. With this email, we invite article contributions to this peer-reviewed volume. We welcome contributions from computational linguistics, psycholinguistics, and all other disciplines taking empirically grounded approaches to linguistic phenomena. TOPIC OVERVIEW Multiword expressions (MWEs) such as compound nouns (e.g. “loan shark”) and particle verbs (e.g. “take off”) provide a convenient way to express complex ideas, and new MWEs are often generated to refer to new or complex concepts. However, the extent and mechanisms by which new MWEs can be created, used, learned, and interpreted by humans and computational language models in an accurate and communicatively useful manner remains an open question. A key complicating factor is that MWEs can have multiple, sometimes opaque and idiosyncratic interpretations. Sometimes, these interpretations are fully determined by their constituents expressions; other times, they go beyond these in unexpected directions. One still underexplored factor behind these challenges are meaning changes of multiword expressions – or their constituent words – over time. In our edited volume, we aim to answer the following research questions: - Which properties characterize MWE meaning interpretation at their time of emergence? - What is the common ground (temporal and contextual) for MWE emergence? - Why is an MWE chosen at the time of emergence, in contrast to a simplex or complex alternative with the same or a similar interpretation? - How do MWE interpretations and degrees of transparency change over time or across domains? - What are useful and reliable MWE representations (in cognitive and/or computational models), especially regarding sparse-data conditions and sub-word tokenization? - What are useful and reliable cognitive and/or computational models for MWE meaning characterization and changes? HOW TO CONTRIBUTE If you are interested in contributing, please send your finalized, anonymized article (as a .pdf or .docx document) to the following email address: mwe-volume(a)ims.uni-stuttgart.de The article will undergo a double-blind peer-review process, with at least two reviewers. At the same time, by submitting an article, you also commit to providing up to two reviews for other contributions. We welcome inquiries ahead of submission time regarding the target topic areas or any other questions you may have. IMPORTANT DATES Deadline for chapter submission: April 15, 2026 Deadline for reviews: June 15, 2026 Deadline for revised chapter submission: August 15, 2026 If you have any questions, please let us know. We look forward to your contributions! Filip Miletić (Universität Stuttgart) Fritz Günther (Humboldt-Universität zu Berlin) Wei He (University of Exeter) Aline Villavicencio (University of Exeter) Sabine Schulte im Walde (Universität Stuttgart)

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Second CFP: 1st Workshop on Creating Interoperable Corpora of Historical Newspapers (PressMint)
by Petya Osenova 16 Jan '26

16 Jan '26

1st Workshop on Creating Interoperable Corpora of Historical Newspapers (PressMint) Second Call for Papers Date: May 16, 2026, half-day workshop Location: Palma de Mallorca, Spain Website: https://www.clarin.eu/PressMint-LREC2026 Submission Deadline: 1 March 2025 Submission link: https://softconf.com/lrec2026/PressMint/ Advertisement/Tagline Unlock the pan-European history! Join the PressMint workshop to build & analyze multilingual, interoperable historical newspaper corpora! Workshop description Historical newspapers are of interest to historians and historical linguists, as well as to social and political scientists, ethnologists, anthropologists, media and communication scholars, and researchers in cultural studies. All of these are fields where contemporary digital resources, tools and methods (e.g. “distant reading”) are still underutilised. On the other hand, corpora of historical newspapers already exist for a number of languages and countries to a large extent, as they are out of copyright. Also, the images, and often OCR, are available through the national libraries. Also, in recent years these data started to be of big interest to the researchers since they preserve the historical, cultural, political, societal past. However, these corpora are not interoperable, which precludes methods for their comparison, as well as any translingual and transnational research, an especially important consideration, as statehood and nationhood are highly dynamic in Europe in the period to be covered by the project corpora. An initial joint attempt towards the creation of a corpus of historical newspapers from the beginning of 20. century on, is the CLARIN flagship project PressMint<https://www.clarin.eu/pressmint>. The project features data from 20 partners at the moment, aiming to develop a standard for interoperable resources of newspapers in diachronic timespans. The final goal is to provide structured and high quality multilingual data in a common format, with the same type of linguistic annotation that covers (at least partially) the same time period. Objective The PressMint workshop aims to gather experts interested in creating, processing and analyzing interoperable corpora of historical data in general, but especially with a focus on newspapers. Another very important objective is to consider also the perspective of the communities who use historical data - their purposes, requirements, feedback. We encourage the interested colleagues to present their work on both types of levels – national and pan-European; monolingual and multilingual as well as task-specific and multidisciplinary. We view this workshop as a venue to exchange research ideas and start collaboration on this topic. The workshop will feature one invited speaker: Maud Ehrmann, EPFL, CH We invite unpublished original work focusing on (but not exclusive to) on the following topics: * compilation, annotation, visualisation and utilisation of historical newspaper corpora of the period relevant to PressMint (ideally around the start of the 20th century but not constrained by this period) * harmonisation of the existing multilingual historical newspaper corpora that contain either synchronic or diachronic data, or both * linking or comparing historical newspaper corpora with other datasets, including sources of structured knowledge, such as formal ontologies and LOD datasets * enrichment of historical newspaper corpora (with e.g. sentiment annotation, etc.) * machine translation of historical newspaper corpora * employment of LLMs as stand alone tools or as parts of NLP architectures for historical data processing, maintenance and knowledge deployment. * various scenarios of usage of historical data Submission & Publication We accept submission of long papers (from 6 to 8 pages), short papers (4 pages) and demo papers (4 pages) to be presented as a long or short oral presentation or poster presentations at the workshop. To support double-blind reviewing, all submissions must be fully anonymized and should be formatted according to the stylesheet available on the LREC 2026 website<https://lrec2026.info/authors-kit/>. The papers of the workshop will be published in online proceedings. At the time of submission, authors are also offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map [https://lremap.elra.info/], which provides metadata for the resources. Please note that the LREC style guide should be followed. The formatting guidelines can be found here: https://lrec2026.info/authors-kit/. Important Dates * Paper submission deadline: 1 March 2026 * Notification of acceptance: 15 March 2026 * Camera-ready paper: 30 March 2026 * Workshop date: 16 May 2026 Organizing Committee * Maciej Ogrodniczuk, Institute of Computer Science, Polish Academy of Sciences, PL * Tanja Wissik, Austrian Academy of Sciences, AT * Petya Osenova, Sofia University ”St. Kl. Ohridski” & Bulgarian Academy of Sciences, BG The workshop is supported by the CLARIN research infrastructure and the PressMint Project. To contact the organisers, please email maciej.ogrodniczuk(a)gmail.com<mailto:maciej.ogrodniczuk@gmail.com>

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Second Call for Papers — Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026)
by Maria Irena Szawerna 16 Jan '26

16 Jan '26

***Apologies for cross-posting*** Second Call for Papers: Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026) Website: https://legal2026.mobileds.de/ Submission: https://softconf.com/lrec2026/LEGAL2026/ We invite submissions to the Joint Workshop on Legal and Ethical Issues in Human Language Technologies (LEGAL2026) and Computational Approaches to Language Data Pseudonymization, Anonymization, De-identification, and Data Privacy (CALD-pseudo 2026), to be held at LREC 2026 on the 12th of May 2026. Important Dates * 20th of February 2026: paper submission deadline * 30th March 2026: camera ready deadline (strict) * 12th May 2026: workshop date Introduction Access to text and speech data is essential for research, yet personal and sensitive information often prevents open sharing. Techniques such as pseudonymization and anonymization offer potential solutions, but their effectiveness, limitations, and impact on data utility require deeper investigation. Balancing privacy protection with meaningful scientific use remains a key challenge. At the same time, legal and ethical requirements increasingly shape how language resources can be created, processed, and distributed. Regulatory frameworks, such as the GDPR, the Data Act, and the Artificial Intelligence Act, affect access, reuse, and documentation duties for both text and speech data, creating a complex environment that demands interdisciplinary insight. The workshop brings these two perspectives together by addressing both the technical and practical aspects of de-identification as well as the legal and ethical obligations governing data handling. Topics include anonymization and pseudonymization methods, compliance in practical workflows, provenance and rights tracking, and emerging approaches to legal metadata. The goal is to foster responsible, legally sound, and technically robust innovation in human language technologies. Topics of Interest We invite contributions from all disciplines involved in the creation, processing, governance, and de-identification of text and speech data. Submissions may address theoretical, empirical, methodological, legal, or technical questions, including cross-disciplinary work. We particularly encourage research on less-represented languages and on data from under-represented communities. 1. Legal Aspects of Language Data (LEGAL2026) * Regulatory frameworks and global governance * Intellectual property, data protection, and LLM governance * Ethics, fairness, trust, and transparency * Compliance in practice * Ethics, fairness, and trust * Operationalizing compliance * Emerging and grey areas * Interdisciplinary and cross-border coordination 2. Pseudonymization, Anonymization, and De-identification: Theoretical, Methodological, and Technical Aspects (CALD-pseudo 2026) * Detection and classification of personal information (PI) * Replacement and transformation of PI * Utility and bias after de-identification * Approaches to evaluation and adversarial testing * Dataset creation for de-identification research * Low-resource scenarios * Speech-specific challenges * Cross-disciplinary applications and challenges We invite submissions from fields where de-identification of data plays an important role, including but not limited to Computational Linguistics, Applied Linguistics, Corpus Linguistics, Digital Humanities, Social Sciences, Political Sciences, Medical Science etc., from the perspectives of researchers, public organizations, and industry. Submission Guidelines Authors are invited to submit original and unpublished research papers in the following categories: * Long papers (up to 8 pages) for substantial contributions * Short papers (up to 4 pages) for: * Small, focused contributions or ongoing or preliminary work * Extended abstracts for non-technical submissions only, such as conceptual, theoretical, legal, ethical, policy-oriented, or position papers. Extended abstract submissions are expected to be developed into regular papers by the camera-ready submission deadline. The full papers will be published as workshop proceedings along with the LREC main conference. They should follow the LREC stylesheet, which is available on the conference website on the Author’s kit<https://lrec2026.info/authors-kit/> page. Unlike the main conference, we allow appendices of up to 10 pages already in the review phase. However, the reviewers will not be required to look in the appendices and must be able to review the paper based on everything contained within the main body of the paper (as if there were no appendices). Submission deadline: 20th of February 2026 Submission link: https://softconf.com/lrec2026/LEGAL2026/ When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Keynote Talks We are delighted to announce the workshop will host keynote talks from two speakers: * Paweł Kamocki, Leibniz-Institut für Deutsche Sprache, Germany * Ivan Habernal, Ruhr University Bochum, Germany Workshop Organizers LEGAL 2026: * Ingo Siegert, Otto-von-Guericke Universität Magdeburg, Germany * Paweł Kamocki, Leibniz-Institut für Deutsche Sprache, Germany * Kossay Talmoudi, ELDA, France * Khalid Choukri, ELDA, France CALD-pseudo 2026 * Maria Irena Szawerna, University of Gothenburg, Sweden * Simon Dobnik, University of Gothenburg, Sweden * Therese Lindström Tiedemann, University of Helsinki, Finland * Pierre Lison, Norwegian Computing Center & University of Oslo, Norway * Ildikó Pilán, Norwegian Computing Center, Norway * Ricardo Muñoz Sánchez, University of Gothenburg, Sweden * Lisa Södergård, University of Helsinki, Finland * Elena Volodina, University of Gothenburg, Sweden * Xuan-Son Vu, Lund University & DeepTensor AB, Sweden Program Committee A list of program committee members is available on the workshop webpage. Contact For inquiries, please contact ingo.siegert(a)ovgu.de for questions about LEGAL2026 or mormor.karl(a)svenska.gu.se for questions about CALD-pseudo 2026. Best regards, Maria Irena Szawerna ____________________ PhD student Språkbanken Text<https://spraakbanken.gu.se/> Institutionen för svenska, flerspråkighet och språkteknologi<https://www.gu.se/svenska-spraket> UNIVERSITY OF GOTHENBURG<https://www.gu.se/> https://spraakbanken.gu.se/om/personal/maria-szawerna

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CFP SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures
by Nedjma Ousidhoum 15 Jan '26

15 Jan '26

Dear corpora-list members, We are pleased to announce SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures<https://github.com/BLEnD-SemEval2026/SemEval-2026-Task-7>, organised under the BLEnD benchmark (Myung et al., 2024<https://proceedings.neurips.cc/paper_files/paper/2024/file/8eb88844dafefa92…>). BLEnD is a hand-crafted benchmark built by native speakers to evaluate cultural knowledge in LLMs and NLP systems in general, as they often lack culture-specific knowledge of daily life, particularly across diverse regions and non-English languages. Task 7 extends BLEnD to over 30 language-culture pairs to evaluate models and provide insights for improving cross-cultural performance. BLEnD's manually constructed data is used only for validation and testing, ensuring that models are evaluated on their ability to generalise to unseen cultural and linguistic contexts. We invite researchers, practitioners, and students to participate. Note that our task is inclusive and junior-friendly. We will organise a live Q&A session and a system-description writing tutorial for all participants. Tracks * Track 1: Short Answer Questions (SAQ) – Given a question in a target language, the model must generate an answer in that same language. * Track 2: Multiple Choice Questions (MCQ) – Each question is in English, with four answer options reflecting different cultural perspectives (countries or regions). Contact * Competition website: https://www.codabench.org/competitions/10281/ * Discord channel (updates & discussion): https://discord.com/invite/8x6XP97kmw * GitHub: https://github.com/BLEnD-SemEval2026/SemEval-2026-Task-7/<https://github.com/BLEnD-SemEval2026/SemEval-2026-Task-7/issues> * Email organisers: semeval-2026-blend-organisers(a)googlegroups.com<mailto:semeval-2026-blend-organisers@googlegroups.com> * Participants’ Google Group: semeval-2026-task7-blend-participants(a)googlegroups.com<mailto:semeval-2026-task7-blend-participants@googlegroups.com> Important dates (subject to change) * Evaluation start: 19 January 2026 * Evaluation end: 2 February 2026 * Paper submission due: ~February 2026 * SemEval workshop: Co-located with ACL2026 Best regards, The SemEval-2026 Task 7 Organising Team.

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Joint CODI CRAC 2026 Workshop: Second Call for Papers
by Amir.Zeldes＠georgetown.edu 15 Jan '26

15 Jan '26

*apologies for cross-postings* Joint CODI CRAC 2026 Workshop: call for papers � July 2026 - ACL 2026 - San Diego, USA � We are pleased to announce that we are organizing the second joint CODI-CRAC workshop which will be held during ACL 2026! More information at: � <https://sites.google.com/view/codi-crac2026/home> https://sites.google.com/view/codi-crac2026/ � � CODI-CRAC is officially endorsed by SIGDial, the ACL Special Interest Group on Discourse and Dialogue. � Deadline for CODI CRAC papers: March 20 2026 � The workshop will also host the CRAC shared task. More information at: � - CRAC shared task: <https://ufal.mff.cuni.cz/corefud/crac26> https://ufal.mff.cuni.cz/corefud/crac26 Aims and scope � Recent breakthroughs in NLP and Large Language Models have dramatically expanded our systems’ abilities to interpret and generate not just sentences, but whole documents and conversations. This shift has renewed interest in discourse-level challenges, driving new work on inter-sentential phenomena, coherence modeling, long-form summarization, discourse-aware representation learning, and large-scale resources for discourse understanding and parsing. � Discourse sits at the intersection of many NLP subfields, as it is where context, structure, and meaning come together beyond single sentences. Discourse shapes how we capture coherence, cohesion, and inference across long texts, and brings together researchers tackling the shared challenges of document structure, long-range dependencies, and the requirements of extended context. � In 2025, we organized the first joint CODI-CRAC workshop. The CODI workshop on Computational Approaches to Discourse has been a forum for a broad range of work at the discourse level. The CRAC workshop on Computational Models of Reference, Anaphora and Coreference has been a primary venue for researchers interested in the computational modeling of reference phenomena. Together, these workshops have catalyzed work to advance research on discourse-level problems and have served as a forum for discussing suitable datasets and reliable evaluation methods. � This joint edition corresponds to the 7th CODI workshop and the 9th CRAC workshop. It will welcome contributions from all the areas below, including state-of-the-art textual NLU and NLG work using LLMs, as well as classic structured work on automatic discourse analysis -- corresponding to challenging tasks such as coreference resolution or discourse parsing -- to encourage interaction between communities. The workshop is set to host the 5th edition of the CRAC shared task on Multilingual Coreference Resolution. � The workshop is planned as a 1-day event that brings together different subcommunities. It will feature regular papers and invited talks by Ruihong Huang (Texas A&M University) and Philippe Laban (Microsoft Research). We also accept papers accepted at other major conferences for non-archival presentation, including Findings papers. � Topics of interest � We welcome papers on symbolic and probabilistic approaches, corpus development and analysis, as well as machine and deep learning approaches to discourse. We appreciate theoretical contributions as well as practical applications, including demos of systems and tools. The goal of the workshop is to provide a forum for the community of NLP researchers working on all aspects of discourse. � Topics of interest include, but are not limited to: � - discourse structure - discourse connectives - discourse relations - annotation tools and schemes for discourse phenomena - corpora annotated with discourse phenomena - discourse parsing - cross-lingual discourse processing - cross-domain discourse processing - anaphora and coreference resolution - event coreference - argument mining - coherence modeling - discourse and semantics - discourse in applications such as machine translation, summarization, etc. - evaluation methodology for discourse processing - discourse pretraining tasks - long-text modeling and generation � Submissions Double submission of papers is allowed, but this information will need to be disclosed at submission time. � We solicit three categories of papers: � * (1) Regular workshop papers � * (2) Demos * (3) Extended abstracts Only regular workshop papers and demos will be included in the proceedings as archival publications. Extended abstracts are non-archival and will be included in the workshop program and handbook, but will not appear in the workshop proceedings. 1- Regular papers must describe original unpublished research. � * Long papers may consist of up to 8 pages of content, plus unlimited pages for references. * Short papers can be up to 4 pages, plus unlimited pages for references. 2- Demo submissions may describe systems, tools, visualizations, etc., and may consist of up to 4 pages, plus unlimited pages for references. 3- Extended abstracts can describe work in progress. They may be two pages long (without references). Extended abstracts are non-archival. They will be included in the workshop program and handbook, but will not appear in the workshop proceedings. Each submission can contain unlimited pages for Appendices, but the paper submissions need to remain fully self-contained, as these supplementary materials are completely optional, and reviewers are not even asked to review them. Final versions of all types of papers will be given one additional page of content. Paper accepted or rejected at one of the main conferences � We also invite presentations of papers accepted at another main conference. They will be included in the workshop program and handbook, but will not appear in the workshop proceedings. We also fast-track ARR papers with existing reviews. Submission website � All submissions must be anonymous and follow the ACL 2026 formatting instructions described here: <https://aclrollingreview.org/cfp> https://aclrollingreview.org/cfp � � Submission website: * CODI-CRAC: <https://softconf.com/acl2026/codi-crac2026/> https://softconf.com/acl2026/codi-crac2026/ � Schedule Important dates for the workshop are listed below: � * CODI-CRAC papers due: March 20 * Pre-reviewed ARR fast-track (with reviews, can be accepted or rejected): April 5 � * Notification of acceptance: April 28, 2026 * Grant application: May 5, 2026 * Camera-ready paper due: May 12, 2026 * Pre-recorded video due: June 4, 2026 * Workshop dates: July 3 or 4, 2026 � �All deadlines are 11.59 pm UTC -12h ("anywhere on Earth"). Invited Speakers � - Ruihong Huang, Texas A&M University - Philippe Laban, Microsoft Research Organizers � - Chloé Braud, CNRS-IRIT - Christian Hardmeier, IT University of Copenhagen - Chuyuan (Lisa) Li, � University of British Columbia - Jessy Li, University of Texas, Austin - Sharid Loáiciga, University of Gothenburg - Vincent Ng, University of Texas at Dallas - Michal Novák, Charles University, Prague - Maciej Ogrodniczuk, Institute of Computer Science, Polish Academy of Sciences - Massimo Poesio, Queen Mary University of London and University of Utrecht - Michael Strube, Heidelberg Institute for Theoretical Studies - Amir Zeldes, Georgetown University, Washington DC � To contact the organizers, please send an email to: <mailto:codi-crac-workshop@googlegroups.com> codi-crac-workshop(a)googlegroups.com � � �

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Call for Papers *SEM2026: The 15th Joint Conference on Lexical and Computational Semantics, San Diego, CA. (Co-located with ACL)
by Hsuvas Borkakoty 15 Jan '26

15 Jan '26

*SEM 2026: The 15th Joint Conference on Lexical and Computational Semantics [San Diego, CA (Co-located with ACL 2026)] Website: https://starsem2026.github.io/ SEM brings together researchers interested in the semantics of natural languages and its computational modelling. The conference embraces a wide range of approaches including data-driven, neural, probabilistic and symbolic; practical applications as well as theoretical contributions are welcome. The long-term goal of *SEM is to provide a forum for NLP researchers working on any aspect of natural language semantics. *SEM invites submissions related to the computational modelling of natural language semantics (understood broadly) and its application. Relevant areas include (but are not limited to) theoretical aspects of computational semantics, empirical and data-driven approaches, resources, evaluation, and applications/tools. *SEM encourages authors to consider ethical aspects of their work, and to address and discuss ethical questions and implications relevant to their research. *SEM also values reproducibility and particularly welcomes submissions that adhere to the reproducibility guidelines as specified here. Please fill out this form<https://forms.gle/634oW3yvtTkur6qL9> if you would like to volunteer as a reviewer or as an Area Chair. Questions may be directed to: startsem-2026-pcs(a)googlegroups.com<mailto:startsem-2026-pcs@googlegroups.com> New for *SEM 2026 1. One Day Conference: Unlike past iterations, *Sem 2026 will be a one-day conference. (ACL has informed us that this is due to venue size limitations.) 2. Centering Research Questions: Research questions in *Sem, and NLP generally, can be roughly categorized into those that address: * new findings about language (linguistic phenomena, semantic patterns), * new findings about people (language use, behavior, health, ethics, etc.), * new findings about automatic language processing (advancing language understanding through ML/AI and other approaches). Centering and explicitly articulating the research question helps authors frame and present their contribution more clearly. It also helps reviewers and Area Chairs evaluate the work within the appropriate context. For example, a paper that centers a compelling linguistic or behavioral research question and offers meaningful new insights need not also introduce methodological novelty or rely on the latest models (including LLMs). A simple and interpretable approach may make good sense. To support this, the *SEM 2026 submission form asks authors to explicitly identify the predominant research question type for their work, as well as any additional categories that apply. There are no quotas for accepted papers of different types, and submissions will not receive preferential treatment based on category selection. Including this information also allows *SEM to track the kinds of research questions authors pursue and how the conference’s focus evolves over time. 3. Lasting Impact Modern NLP and ML papers have often been criticized for being overly incremental or becoming obsolete shortly after publication. To encourage work with broader scientific value and longer-term relevance, reviewers of *Sem 2026 will be asked to explicitly assess the potential lasting impact of each submission. This assessment will be included as a short-written justification and will factor into the overall recommendation. Importantly, a healthy research ecosystem requires diversity in the time horizons of research contributions. Some papers offer immediate practical value; others generate insights or resources whose importance unfolds over years. *Sem 2026 welcomes this full spectrum. Reviewers should evaluate the potential for lasting influence—not only immediate performance gains. Work can have a lasting impact in many ways. See our blog post<https://starsem2026.github.io/blog/> on this. Topics of Interest (non-exhaustive) * Compositional semantics and sentence representations * Statistical, machine learning, and deep learning methods in semantic tasks * Multilingual and cross-lingual semantics * Word sense disambiguation and induction * Sentiment Analysis, Computational Affective Science, Stylistic Analysis, and Argument Mining * Computational Social Science, Digital Humanities, and Cultural Analytics * Semantic parsing, and syntax-semantics interface * Frame semantics and semantic role labeling * Textual inference, textual entailment, and question answering * Formal approaches to semantics * Extraction of events and of causal and temporal relations * Entity linking, pronouns and coreference * Discourse, pragmatics, and dialogue * Machine reading * Abusive language detection, Fact verification and related tasks * Extra-propositional aspects of meaning * Multiword and idiomatic expressions * Metaphor, irony, and humor processing * Knowledge mining and acquisition * Common sense reasoning * Language generation * Multidisciplinary research on semantics * Grounding and multimodal semantics * Psycholinguistics * Interpretability and Explainability * Human semantic processing * Semantic annotation, evaluation, and resources * NLP Applications * Ethical aspects and bias in semantic representations Submission Instructions Submissions must describe unpublished work and be written in English. We solicit both long and short papers. Long papers describe original research and may consist of up to eight (8) pages of content, plus unlimited pages for references. Appendices are allowed after the references, but the paper should be self-contained, and reviewers will not be required to check the appendices, if any. Final versions of long papers will be given one additional page of content (up to 9 pages) so that reviewers' comments can be taken into account. Short papers describe original focused research and may consist of up to four (4) pages, plus unlimited pages for references. Upon acceptance, short papers will be given five (5) content pages in the proceedings. Authors are encouraged to use this additional page to address reviewers' comments in their final versions. Limitations and Ethics Statement sections are allowed and encouraged but are not mandatory. These sections should be placed after the conclusion and will not count towards the overall page limit. Submissions should follow the ARR formatting requirements<https://github.com/acl-org/acl-style-files>. Submission routes and deadlines *SEM solicits direct submissions (not through ARR). The deadline for direct submissions is Feb 13, 2026, and these submissions will be reviewed by the *SEM2025 program committee. Submissions are made through OpenReview. Direct submission link: https://openreview.net/group?id=aclweb.org/StarSEM/2026/Conference<https://url.au.m.mimecastprotect.com/s/vcD5CK1qwBSDAz9BmTvhvT5qRYM?domain=o…> Multiple submission policy *SEM does not prohibit the submission of work that is under consideration for another venue at the same time as the *SEM review period. However, authors of such papers will be asked to declare this at submission time. Important Dates (All deadlines are 11:59pm UTC-12h, AoE) Direct submission deadline (long & short papers): Feb 13, 2026 Notification of acceptance: May 5, 2026 Camera-ready deadline: May 26, 2026 Conference date: July 6, 2026 (co-located with ACL 2026) Following the ACL and ARR policies<https://www.aclweb.org/portal/content/report-acl-committee-anonymity-policy>, there is no anonymity period requirement. Best regards, The *SEM 2026 Program Chairs

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January 2025 Newsletter - LDC
by Penn LDC 15 Jan '26

15 Jan '26

In this newsletter: Renew your LDC membership today New publications: CALLHOME Japanese Second Edition<https://catalog.ldc.upenn.edu/LDC2026S02> CALLHOME Japanese Lexicon Second Edition<https://catalog.ldc.upenn.edu/LDC2026L01> MATERIAL Swahili-English Language Pack<https://catalog.ldc.upenn.edu/LDC2026S01> ________________________________ Renew your LDC membership today The importance of curated resources for language-related education, research, and technology development drives LDC's mission to create them, to accept data contributions from researchers across the globe, and to broadly share such resources through the LDC Catalog. LDC members enjoy no-cost access to new corpora released annually, as well as the ability to license legacy data sets from among our 1000 holdings at reduced fees. Ensure that your data needs continue to be met by renewing your LDC membership or by joining the Consortium today. Now through March 2, 2026, any organization that joins the Consortium or renews their membership will receive a 10% discount off the 2026 membership fee. Membership remains the most economical way to access current and past LDC releases. Consult Join LDC<https://www.ldc.upenn.edu/members/join-ldc> for more details on membership options and benefits. ________________________________ New publications: CALLHOME Japanese Second Edition<https://catalog.ldc.upenn.edu/LDC2026S02> was developed by LDC and contains 49 hours of speech from 120 telephone conversations between native Japanese speakers. This publication is a re-release of the original CALLHOME Japanese collection, combining CALLHOME Japanese Speech (LDC96S37)<https://catalog.ldc.upenn.edu/LDC96S37> and CALLHOME Japanese Transcripts (LDC96T18)<https://catalog.ldc.upenn.edu/LDC96T18> with additional transcription and updated directory structure, file formats, and documentation. This corpus contains the 120 calls from CALLHOME Japanese Speech which represented training and development data and a subset of evaluation data. Participants spoke on topics of their choice in a single telephone call lasting up to 30 minutes. Calls were manually audited for language, recording quality, channel characteristics, dialect, and region. For this second edition, all audio was converted from SPHERE files to FLAC format, and the original training/development/test partitioning was removed. This release also features revised transcripts conforming to updated LDC transcription guidelines that addressed normalization of annotation formats, standardization of speaker-produced and background noises, application of foreign-language marking, whitespace cleanup, and corrections and consistency fixes. The CALLHOME series consists of telephone conversations and transcripts developed by LDC and Rutgers, The State University of New Jersey, in support of research in speaker identification, language identification, and related technologies. Languages in the series include American English, Egyptian Arabic, German, Japanese, Mandarin Chinese, and Spanish. 2026 members can access this corpus through their LDC accounts. Non-members may license this data for a fee. * CALLHOME Japanese Lexicon Second Edition<https://catalog.ldc.upenn.edu/LDC2026L01> was developed by LDC and contains 80,688 Japanese words with morphological, phonological, and stress information. This second edition updates file formats, directory structure, and documentation. The first edition is available as CALLHOME Japanese Lexicon (LDC96L17)<https://catalog.ldc.upenn.edu/LDC96L17>. The words in the lexicon were derived from 80 transcripts representing telephone conversations between native Japanese speakers contained in CALLHOME Japanese Second Edition (LDC2026S02)<https://catalog.ldc.upenn.edu/LDC2026S02>. The lexicon contains seven tab-separated information fields: (1) headword: orthographic form in kanji or katakana or hiragana (if only written in hiragana); (2) hiragana: orthographic form in hiragana; (3) romanization: orthographic form in romaji; (4) pron: pronunciation of the headword; (5) morph: morphological analysis of the headword; (6) train freq: frequency of the headword in the transcripts; and (7) gloss: glosses of the headword. This release also includes a pronunciation dictionary derived from the lexicon in CMUdict<https://stdlib.io/docs/api/latest/@stdlib/datasets/cmudict> format and the grapheme-to-phoneme (G2P) tools used to automatically generate pronunciations for the original lexicon. 2026 members can access this corpus through their LDC accounts provided they have submitted a completed copy of the special license agreement. Non-members may license this data for a fee. * MATERIAL Swahili-English Language Pack<https://catalog.ldc.upenn.edu/LDC2026S01> was developed by Appen<http://www.appen.com/> for the IARPA MATERIAL<https://www.iarpa.gov/index.php/research-programs/material> program and contains 112 hours of Swahili conversational telephone speech, transcripts, English translations, annotations, and queries. Calls were made using different telephones (e.g., mobile, landline) from a variety of environments. Transcripts cover approximately 30% of the speech files, 3% of which were translated into English. This release also includes domain annotations, English queries, and their relevance annotations. The MATERIAL program focused on underserved languages with the ultimate goal to build cross language information retrieval systems to find speech and text content using English search queries. 2026 members can access this corpus through their LDC accounts provided they have submitted a completed copy of the special license agreement. Non-members may license this data for a fee. To unsubscribe from this newsletter, log in to your LDC account<https://catalog.ldc.upenn.edu/login> and uncheck the box next to "Receive Newsletter" under Account Options or contact LDC for assistance. Membership Coordinator Linguistic Data Consortium<ldc.upenn.edu> University of Pennsylvania T: +1-215-573-1275 E: ldc(a)ldc.upenn.edu<mailto:ldc@ldc.upenn.edu> M: 3600 Market St. Suite 810 Philadelphia, PA 19104

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1st CFP: SwissText 2026 – The 11th Swiss Text Analytics Conference
by Yingqiang Gao 15 Jan '26

15 Jan '26

========== First Call of Papers: SwissText 2026 ========== Paper submission due: 23:59 AOE March 17, 2026 Conference date: June 10, 2026 in Zurich, Switzerland Conference website: https://www.swisstext.org/ ================================================ Dear colleagues, We are pleased to announce the Call for Papers for SwissText 2026, the 11th edition of the Swiss Text Analytics Conference. SwissText 2026 will take place on June 10, 2026, at the University of Zurich (Campus Oerlikon) in Zurich, Switzerland. SwissText is an established international forum for researchers and practitioners working on natural language processing, computational linguistics, and text analytics, with a strong tradition of fostering exchange between academia and industry. We invite submissions of substantial, original, and unpublished work to the following tracks: * Applied Track (non-archival), with a strong focus on industry and applied research. * Scientific Track (archival), with technical research papers from the international scientific community, including corpus- and benchmark-related research papers with a focus on Swiss languages from the scientific community and industry. * Corpus Track (archival), with Swiss-related NLP datasets. * Demonstration Track (non-archival), with NLP systems presented live at the SwissText conference. The special theme of SwissText 2026 is Reproducible NLP, we therefore encourage submissions working specifically in reproducible NLP research and fully open NLP. We plan to publish the proceedings of SwissText 2026 in the ACL Anthology. Important dates * Submission deadline: March 17, 2026 * Notification of acceptance: April 21, 2026 * Camera-ready deadline: May 5, 2026 * Conference date: June 10, 2026 All deadlines are at 11:59PM UTC-12:00 AOE (“anywhere on Earth”). Detailed submission guidelines and formatting instructions can be found on the conference website: https://www.swisstext.org/call-for-papers/ General Chair: Prof. Dr. Rico Sennrich, University of Zurich Organizing Committee: Jannis Vamvas, Yingqiang Gao, Tilia Ellendorff, Michelle Wastl, Gerold Schneider, University of Zurich For questions, please contact info(a)swisstext.org<mailto:info@swisstext.org> or the organizing committee members. Best regards, Dr. Yingqiang Gao (he/him) Department of Computational Linguistics Andreasstrasse 15, Office AND 2-20 University of Zurich, CH-8050 Zurich

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Job (50%) at the University of Hildesheim (Germany)
by Ekaterina Lapshinova-Koltunski 15 Jan '26

15 Jan '26

There is an open part-time (50%) Faculty position at the University of Hildesheim in Germany to fill for 3 years: Pre- or Postdoc (Translation Studies, Applied Linguistics, Computational Linguistics), knowledge of both German and English is obligatory. The announcement in German provides more details: https://bewerbung.uni-hildesheim.de/jobposting/393fc6472ac442461bd082e36807… -- Prof. Dr. Ekaterina Lapshinova-Koltunski Mehrsprachige technische Fachkommunikation Geschäftsführende Direktorin Institut für Übersetzungswissenschaft und Fachkommunikation Fachbereich 3: Sprach und Informationswissenschaften Stiftung Universität Hildesheim Lübecker Straße 3 31141 Hildesheim +49 5121 883-30934

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Second Call for Papers - NooJ 2026 International Conference
by petra.giommarelli＠phd.unipi.it 15 Jan '26

15 Jan '26

Second Call for Papers ***************** NooJ 2026 International Conference Naples, Italy June 24-26, 2026 https://nooj2026.sciencescall.org/resource/page/id/2 ******************* Important dates: ******************* Abstract submission: 31 January 2026 Notification of acceptance: 25 March 2026 Registration: until 13 April 2026 Conference dates: 24-26 June 2026 *********************************************** University of Naples "L'Orientale" and the NooJ association organize the 20th NooJ Conference in Naples, Italy from 24-26 June, 2026. NooJ is a linguistic development environment that allows linguists to formalize several levels of linguistic phenomena: orthography and spelling; lexicons of simple words, multiword units and frozen expressions; inflectional, derivational and agglutinative morphology; local, constituent and dependency syntax; transformational grammars and semantic analysis. For each phenomenon, NooJ provides linguists with formal tools specifically adapted to facilitate the description, using the four types of Chomsky-Schützenberger formal grammars (regular, context-free, context-sensitive and unrestricted). This approach distinguishes NooJ from most computational linguistic frameworks which provide a single formalism. NooJ is also a corpus processing tool, used in the digital humanities (in History, Literature, Psychology and Sociolinguistics) as it allows users to apply sophisticated linguistic resources to large corpora and build indices and concordances, annotate texts automatically, perform various statistical analyses, etc. NooJ is freely available and linguistic modules can already be freely downloaded for over 30 languages, see https://nooj.univ-fcomte.fr A Web demo is available for English, French, Spanish and Ukrainian at: https://webnooj.univ-fcomte.fr ****************************** The conference intends to: ****************************** * give NooJ users and researchers in Linguistics, Computational Linguistics and in the Digital Humanities the opportunity to meet and share their experience as developers, researchers and teachers; * present to NooJ users the latest linguistic resources and NLP applications developed for/with NooJ, its latest functionalities, as well as its future developments; * offer researchers and graduate students an advanced tutorial dedicated to the automatic transformational analysis/generation of texts. ******************* Topics of interest: ******************* * Lexical resources * Computational morphology * Syntactic analysis * Semantic analysis * Linguistic-based NLP applications *************** Submission: *************** We invite the submission of abstracts in English until 31 January 2026. The abstracts should contain the title, name and email of the author(s) and their institutions. Abstracts should not exceed one page (between 400 and 600 words) and should be sent to nooj2026(a)gmail.com. All proposals will be reviewed by the members of the scientific committee; authors will be given notice of acceptance of their papers no later than 25 March 2026. Further information about the conference can be found at https://nooj2026.sciencescall.org/resource/page/id/5. You can also contact the organizing committee at nooj2026(a)gmail.com for any additional information. ************************ Scientific Committee: ************************ Marco Angster, University of Zadar, Croatia Anabela Barreiro, INESC-ID, Portugal Anita Bartulović, University of Zadar, Croatia Magali Bigey, Université de Franche-Comté, France Xavier Blanco, Autonomous University of Barcelona, Spain Christian Boitet, Université Joseph Fourier, Grenoble, France Maria Pia Di Buono, Università degli Studi di Napoli l'Orientale, Italy Héla Fehri, University of Sfax, Tunisia Zoe Gavriilidou, Democritus University of Thrace, Greece Yuras Hetsevich, National Academy of Sciences, Belarus Agata Jackievicz, Université Paul Valéry, France Agnieszka Kaliska, Poznan University, Poland Kristina Kocijan, University of Zagreb, Croatia Walter Koza, National, University of General Sarmiento, Argentina Svetlana Krylosova, INALCO, France Mathieu Lafourcade Université de Montpellier, France Laetitia Leonarduzzi, Université d’Aix-Marseille, France Stefania Maci, Università di Bergamo, Italy Samir Mbarki, IbnTofail University, Morocco Linda Mijić, University of Zadar, Croatia Johanna Monti, Università degli Studi di Napoli l'Orientale, Italy Kamal Naït-Zerrad, INALCO, France Thierry Poibeau, Laboratoire Lattice, CNRS, France Andrea Rodrigo, University of Rosario, Argentina Olena Saint-Joanis, INALCO, France Max Silberztein, Université de Bourgogne Franche-Comté, France Marko Tadić, University of Zagreb, Croatia François Trouilleux, Université Clermont Auvergne, France ************************** Organizing Committee: ************************** * Johanna Monti, Università di Napoli L'Orientale, Italy * Maria Pia di Buono, Università di Napoli L'Orientale, Italy * Max Silberztein, Université de Franche-Comté, France

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[2nd CFP] 1st International Workshop on Quality in Large Language Models and Knowledge Graphs
by Farah Benamara 15 Jan '26

15 Jan '26

----------------------------------------------------------------------------- Call for submissions 1st International Workshop on Quality in Large Language Models and Knowledge Graphs In conjunction with EDBT/ICDT 2026 QuaLLM-KG @ EDBT/ICDT 2026 24 March 2026, Tampere, Finland Website: https://quallmkg2026.github.io/ *New deadline: January 25th AoE* ----------------------------------------------------------------------------- **** Goal **** QuaLLM-KG aims to bring together researchers and practitioners working on quality issues at the intersection of large language models and knowledge graphs. The workshop focuses on theories, methods, and applications for assessing, improving, and monitoring the quality of LLMs and KGs. **** Important Dates **** - Submission deadline: January 25th, 2026 - Notification: February 8th, 2026 - Camera-ready: February 20th, 2026 **** Topics **** * Quality in Knowledge Graphs - Accuracy, consistency, completeness, freshness - Schema validation, constraint checking, error detection - Entity resolution, link prediction, ontology alignment - Provenance, explainability, trust in KG data - KG quality in dynamic and large-scale settings * Quality in Large Language Models - Hallucination reduction & factual grounding - Bias detection and mitigation - Metrics & benchmarks for quality assessment - Uncertainty estimation, calibration, interpretability * Synergies Between KGs and LLMs - KG-based grounding and fact-checking for LLMs - LLM-based KG enrichment, extraction, entity linking - Quality-driven prompting and fine-tuning - Hybrid KG–LLM architectures for quality assurance - Evaluation frameworks for integration and consistency * Benchmarks and Evaluation Frameworks - Datasets and metrics for KG & LLM quality - Tools for monitoring, validation, maintenance - Reproducibility, transparency, responsible AI * Applications and Case Studies - Scientific, industrial, enterprise use cases - Quality at scale - Human-in-the-loop quality control **** Submissions **** We invite submissions of full papers (up to 8 pages, excluding references) and short papers describing work in progress, systems, demos/systems/applications, or vision/innovative ideas (up to 4 pages, excluding references). Submissions should be in the CEUR-WS proceedings template. Accepted papers will be published in the CEUR Workshop proceedings (CEUR-WS.org). **** Workshop Organizers **** - Soror Sahri, Université Paris Cité, France - Sven Groppe, University of Lübeck, Germany - Farah Benamara, IPAL-CNRS, Singapore & University of Toulouse -- ======================== Farah Benamara Zitoune Professor in Computer Science, Université de Toulouse IRIT and IPAL-CNRS Singapore 118 Route de Narbonne, 31062, Toulouse. Tel : +33 5 61 55 77 06 http://www.irit.fr/~Farah.Benamara ==================================

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2nd CfP: Gaze4NLP - The Second International Workshop on Gaze Data and Natural Language Processing
by cagri coltekin 15 Jan '26

15 Jan '26

**Second Call for Papers** Gaze4NLP - The Second Workshop on Gaze Data and Natural Language Processing 12 May 2026, Palma de Mallorca, Spain (co-located with LREC 2026) https://gaze4nlp.github.io/Gaze4NLP2026/ The Second Workshop on Gaze Data and Natural Language Processing (Gaze4NLP), co-located with LREC 2026 in Palma de Mallorca, Spain, invites papers of a theoretical or experimental nature describing research methodologies by employing interdisciplinary perspectives, including computer science and engineering perspectives and cognitive sciences, and identifying challenges to resolve in the intersection of the two domains: eye tracking and NLP. Gaze4NLP aims to bring together researchers conducting research on eyes on eyes on text and NLP; and establishing bridges between them for identifying future venues of research. Workshop webpage: https://gaze4nlp.github.io/Gaze4NLP2026/ Important Dates Workshop paper submission deadline: 16 February 2026 Workshop paper acceptance notification: 16 March 2026 Workshop paper camera-ready versions: 30 March 2026 Workshop date: 12 May 2026 All deadlines are 11:59PM UTC-12:00 (anywhere on Earth) Topics for the workshop will include, but are not limited to: - Investigating the pillars for bridging the gap between the research on eyes on text and NLP. Study how to expand research methodologies by employing interdisciplinary perspectives, including computer science and engineering perspectives and cognitive sciences, and identify challenges, issues to resolve. - Exploring new areas so that both fields benefit from each other better than the past, identifying novel domains of exploration for further research. - Discussing how to develop cognitively inspired models that align human reading data with LLMs. Submissions We solicit regular workshop papers, which will be included in the proceedings as archival publications. The length of the papers should be between 4 and 8 pages (excluding references). The submissions should not include any appendices. Accepted papers will be presented in the form of either oral or poster presentations. Please note that camera-ready papers are allowed an additional page of content to address reviewer comments, and unlimited pages for appendices. The workshop proceedings will be part of the ACL anthology. Accepted papers will also be given an opportunity with an extended version to be published as part of an edited book. Submissions will be handled via the START Conference Manager. - Submission link: https://softconf.com/lrec2026/Gaze4NLP/ All submissions should follow the LREC style guidelines. We strongly recommend the use of the LaTeX style files, OpenDocument, or Microsoft Word templates created for LREC: <https://lrec2026.info/authors-kit/>. All papers must be anonymous, i.e., not reveal author(s) on the title page or through self-references. So, e.g., “We previously showed (Smith, 2020)”, should be avoided. Instead, use citations such as “Smith (2020) previously showed”. LRE-Map and Sharing Language Resources When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Organization Committee: Cengiz Acarturk, Jagiellonian University, Poland Jamal Nasir, University of Galway, Ireland Burcu Can, University of Stirling, Scotland, UK Cagri Coltekin, University of Tubingen, Germany

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Fw: 2 Computer Science PhD scholarships available for UK home fee-rated students
by Eric Atwell 14 Jan '26

14 Jan '26

School of Computer Science at University of Leeds has two UK DLA PhD scholarships for this year (Oct 2026) with a deadline of Friday 30th January: https://phd.leeds.ac.uk/project/2357-epsrc-dla-scholarship-in-the-school-of… Please encourage any eligible students to apply, as we have not had much demand so far so the success rate is likely to be quite good. These can be for any project in the school, starting October 2026, lasting 3.5 years. This year both are for UK home-fee rated students only; applicants can check their eligibility here: https://www.ukcisa.org.uk/student-advice/find-a-category-for-he-england Eric Atwell, Professor of Artificial Intelligence for Language School of Computer Science, Uni of LEEDS, LS2 9JT, UK http://www.comp.leeds.ac.uk/eric

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Internship in Machine Learning and Semantic Web for Dataset Discovery
by Anaïs Ollagnier UNICA 14 Jan '26

14 Jan '26

English version below Bonjour, Dans le cadre du projet DataLens, nous proposons un stage de M2 en Machine Learning et Web sémantique visant à améliorer la complétion et la structuration des métadonnées de jeux de données pour faciliter la fédération de sources hétérogènes. Plus d’informations et candidature : https://recrutement.inria.fr/public/classic/fr/offres/2025-09456. ------------------------------------------------------------------------ Hello, As part of the DataLens project, we are offering a Master’s internship in Machine Learning and the Semantic Web focused on improving the completion and structuring of dataset metadata to support the federation of heterogeneous sources. More information and application: https://recrutement.inria.fr/public/classic/fr/offres/2025-09456. Best regards, -- Anaïs OLLAGNIER Assistant Professor at Université Côte d'Azur | I3S | INRIA wimmics team -------------------------------------------- Templiers 1, Bureau 417, 930 Route des Colles, BP 145 06903 Sophia Antipolis Cedex, France anais.ollagnier(a)inria.fr |https://aollagnier.github.io/

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Call for Papers: Holocaust Testimonies as Language Resources (HTRes-2026) at LREC2026
by Martin Wynne 14 Jan '26

14 Jan '26

CALL FOR PAPERS The Second Workshop on Holocaust Testimonies as Language Resources (HTRes-2026), a pre-conference workshop at LREC2026 Date: 11 May 2026 Location: Palma de Mallorca, Spain Workshop web page: https://www.clarin.eu/HTRes2026 Submission Deadline: 20 February 2026 Submission link: https://softconf.com/lrec2026/HTRes2026/ Holocaust testimonies serve as a bridge between survivors and history’s darkest chapters, providing a connection to the profound experiences of the past. Testimonies stand as the primary source of information that describes the Holocaust, offering first-hand accounts and personal narratives of those who experienced it. The majority of testimonies are captured in an oral format, as survivors vividly explain and share their personal experiences and observations from that time period. Transforming Holocaust testimonies into a machine-processable digital format can be a difficult task owing to the unstructured nature of the text. The creation of accessible, comprehensive, and well-annotated Holocaust testimony collections is of paramount importance to our society. These collections empower researchers and historians to validate the accuracy of socially and historically significant information, enabling them to share critical insights and trends derived from these data. The primary objective of this workshop is to explore how various theories, techniques, and tools from corpus linguistics, natural language processing, and digital humanities can contribute to the examination, analysis, dissemination, and preservation of Holocaust testimonies and other Holocaust-related documents. The workshop is supported by CLARIN and EHRI. Please find full details of the call for papers at the workshop web page at https://www.clarin.eu/HTRes2026. The main conference website is at https://lrec2026.info/ . IMPORTANT DATES Final date for paper submission: 12 February 2026 Notification of Acceptance: 11 March 2026 Camera-ready version submission: 30 March 2026 Workshop date: 11 May 2026 To contact the organisers, please email holocausttlr(a)gmail.com From Martin Wynne on behalf of the organizing committee. -- Senior Researcher in Corpus Linguistics Faculty of Linguistics, Philology and Phonetics, University of Oxford National Co-ordinator, CLARIN-UK martin.wynne(a)ling-phil.ox.ac.uk https://orcid.org/0000-0002-4155-0530

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Second Call for Papers: RaPID-6@MENTAL.ai@LREC 2026: Palma de Mallorca, Spain
by Dimitrios Kokkinakis 14 Jan '26

14 Jan '26

**************************************** Second Call for Papers: The 6th workshop on: "Resources and ProcessIng of linguistic, para-linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric/developmental impairments" in collaboration with the MENTAL.ai -consortium Workshop: co-located with LREC 2026 | Palma de Mallorca, Spain | May 12th, 2026 RaPID-6(a)MENTAL.ai serves as an interdisciplinary platform for researchers to exchange insights, methods, and experiences related to collecting and processing data from individuals with mental, cognitive, neuropsychiatric, or neurodegenerative impairments. The workshop focuses on creating, processing, and applying such data resources from individuals at different stages and severity levels of these impairments. The ultimate goal of RaPID-6(a)MENTAL.ai is to facilitate the study of relationships among linguistic, paralinguistic, and extra-linguistic observations, with applications ranging from aiding diagnosis to enhancing monitoring and predicting individuals at higher risk, ultimately promoting multidisciplinary collaboration across clinical, language technology, computational linguistics, and computer science communities. Submission deadline: Sun., 22nd of February, 2026 (anywhere on earth) Paper submission: https://softconf.com/lrec2026/RaPID-6/user/ Invited speakers: Brian MacWhinney, Carnegie Mellon University, USA and Sunny X. Tang, MD, Feinstein Institutes for Medical Research, Northwell Health, USA Website and details: https://spraakbanken.gu.se/rapid-2026 Contact: Dimitrios Kokkinakis Contact email: dimitrios.kokkinakis(a)gu.se<mailto:dimitrios.kokkinakis@gu.se> Organizing committee: * Dimitrios Kokkinakis, University of Gothenburg, Sweden * Charalambos Themistocleous, University of Oslo, Norway * Gaël Dias, University of Caen Normandie, France * Kathleen C. Fraser, University of Ottawa, Canada * Fredrik Öhman, University of Gothenburg and Sahlgrenska University Hospital, Sweden * Sebastião Pais, University of Beira Interior, Portugal ****************************************

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International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026): First Call for Industry Track Papers
by Announce 14 Jan '26

14 Jan '26

*** First Call for Industry Track Papers *** International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) 29 September - 2 October 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://conf.researchr.org/home/variability-2026 The VARIABILITY conference series brings together the communities previously served by ICSR, SPLC, and VaMoS, forming a unified venue for research on variability, configuration, customization, and related disciplines in software and systems engineering. The Industry Track of VARIABILITY 2026 offers a platform for practitioners, researchers, and technology leaders to share practical experiences in industrial settings with reuse, variability management, configuration, and product line engineering across software and systems. Building on the industrial tracks of SPLC, VaMoS, and ICSR, this track bridges research and practice by showcasing how variability, reuse, and product line strategies are being applied and developed in today’s fast-changing industrial environments. Software systems are becoming increasingly configurable, data-driven, and AI-enabled (e.g., using foundation models), while also integrating advanced technologies such as quantum computing. This growing complexity calls for balancing flexibility, reuse, and quality amid pressures from emerging technologies and sustainability objectives. The Industry Track welcomes submissions that demonstrate how these challenges are addressed in real-world settings, whether through success stories, lessons learned, or reflections on failures that yielded valuable insights. We especially encourage submissions that demonstrate how variability management, reuse, and configuration approaches are being applied or reimagined in industrial settings, including through AI, digital twins, large language (LLMs) and foundation models, quantum computing, and cyber-physical systems. The industry track aims to: • Showcase practical experiences from industrial settings using variability, reuse, or configuration techniques. • Exchange insights between industry practitioners and researchers. • Identify new industrial challenges and opportunities for future research collaboration. • Share tools, processes, or organizational approaches that improve adaptability, scalability, and efficiency. Topics of Interest We welcome experience reports, case studies, and position papers on any of the topics covered by the VARIABILITY conference. The detailed list of topics can be found on the conference website (https://conf.researchr.org/track/variability-2026/variability-2026-papers#C…). In addition to these topics, the industry track welcomes papers also on: Industrial Applications • Variability and reuse in AI, cyber-physical systems, robotics, automotive, aerospace, quantum computing, etc. • Sustainable technologies for variation and sustainable software reuse approaches • Human, organizational, and social aspects of variable systems and software • Industrial case studies and lessons learned Submission Guidelines Paper Types We invite the following types of submissions: • Full Papers (up to 18 pages excluding references): Presenting experiences from the application of reuse, variability management, configuration, and product line engineering approaches, preferably in an industrial context. Submissions should provide a clear context for the problem, outline requirements or practical experiences in addressing it, evaluate benefits and drawbacks or other lessons learned, and highlight the innovation or value of the contribution. • Short Papers (6 - 8 pages excluding references): Describing early results from new reuse, variability management, configuration, and product line engineering across software and systems applications. • Extended Abstracts (up to 1 page): A proposal for presentation during the conference. The extended abstract will not be published. Formatting Papers must use the Springer LNCS template according to: https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu… Springer provides author guidelines that should be consulted for further details: https://resource-preview-cms.springernature.com/springer-cms/rest/v1/conten… Submission Link Submissions should be made via Easy Chair, selecting the industry track: https://easychair.org/conferences?conf=variability2026 Paper Originality, Single-Blind Policy, Reviewing All papers must be original and not under review elsewhere. Submissions will be single- anonymous and reviewed by at least three experts. Submissions will be evaluated based on their relevance, rigor, transparency, novelty, and presentation. Accepted papers will appear in the VARIABILITY 2026 Proceedings which will be published as a Springer LNCS volume. Important Dates (AoE) • Submission of Papers: 8 June 2026 • Notification of Acceptance: 8 July 2026 • Camera-Ready Submission: 15 July 2026 • Author Registration: 15 July 2026 Organisation General Chairs • George A. Papadopoulos, University of Cyprus, Cyprus • Gilles Perrouin, FNRS & University of Namur, Belgium Research Track Chairs • Thorsten Berger, Ruhr University Bochum, Germany • Ina Schaefer, KIT, Germany Industry Track Chairs • Shaukat Ali, Simula Research Lab and Oslo Metropolitan University, Norway • Martin Becker, Fraunhofer IESE, Germany Journal First Track Chairs • Mathieu Acher, University Rennes, Inria, CNRS, IRISA, France • Xhevahire Tërnava, LTCI, Télécom Paris, Institut Polytechnique de Paris, France Doctoral Symposium Track Chairs • Rick Rabiser, LIT CPS, Johannes Kepler University Linz, Austria • Iris Reinhartz-Berger, University of Haifa, Israel Demos and Tools Track Chairs • Sandra Greiner, University of Southern Denmark, Denmark • Leopoldo Teixeira, Federal University of Pernambuco Projects Showcase Chairs • Daniel Struber, Chalmers, University of Gothenburg, Radbound University, Sweden • Dalila Tamzalit, Nantes Université, France Hall of Fame Chairs • Martin Becker, Fraunhofer IESE, Germany • Goetz Botterweck, Lero - The Irish Software Research Centre and University of Limerick, Ireland • Natsuko Noda, Shibaura Institute of Technology, Japan Workshops Chairs • Lidia Fuentes, Universidad de Malaga, Spain • Malte Lochau, University of Siegen, Germany Tutorials Chairs • Loek Cleophas, Eindhoven University of Technology and Stellenbosch University, The Netherlands • Mahsa Varshosaz, IT University of Copenhagen, Denmark Proceedings Chair • Sophie Fortz, King's College London, UK Publicity Chairs • Wesley Assunção, North Carolina State University, USA • Kentaro Yoshimura, Hitachi Ltd, Japan Local Organiser and Finance Chair • George A. Papadopoulos, University of Cyprus, Cyprus

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Second CFP: Workshop on Structured Linguistic Data and Evaluation (SLiDE)
by Petya Osenova 14 Jan '26

14 Jan '26

Workshop on Structured Linguistic Data and Evaluation (SLiDE) A full-day workshop at <https://lrec2026.info/> LREC 2026<https://lrec2026.info/>, 11-16 May 2026, Palma, Mallorca (Spain) The workshop will be held on May 11, 2026 Webpage: https://www.slide-workshop.org/ Second Call For Papers In the last ten years, significant advances in deep learning models and the development of Large Language Models (LLMs) have revolutionized the fields of computational linguistics (CL) and natural language processing (NLP). In turn, this has led to a complete re-assessment of the language resources and evaluation practices necessary for training LLMs and analyzing their outputs. In particular, the availability of very large amounts of unstructured data for training foundational models has come into focus, while the value of high-quality structured linguistic data with rich annotations at various levels of linguistic analysis has been downplayed by comparison. However, as CL and NLP practitioners engage further with LLMs and debate their strengths and weaknesses, the importance of high-quality, structured linguistic data has been re-emphasized. The proposed workshop can be seen as related to the Treebanks and Linguistic Theories (TLT) conference series and the more recent SyntaxFest venue. Over the years, these venues have provided a central forum for high-quality research on treebanks, syntactic theory, syntax-semantics interface, structured meaning representations, and annotated linguistic resources. With record participation in recent years, they demonstrate the vitality and relevance of this line of work. The Workshop on Structured Linguistic Data is conceived as both a continuation of this tradition and an adaptation to the new realities of an LLM-dominated research landscape. The workshop will bring together researchers from these overlapping traditions to advance methods, resources, and practices for integrating structured linguistic data into the LLM era. Topics of interest include but are not limited to: Linguistic Data Analyses, Language Resources, and Evaluation * Grammar processing with NLP and LLM-based tools * Phonological and morphological analysis and LLM tokenization * Annotation strategies with LLM-empowered methodologies and tools * Design principles and annotation schemes for structured linguistic data * Multi-lingual and cross-lingual settings * Mapping of structured linguistic data to Linked Open Data resources * Evaluation informed by language typology * Language resources for under-resourced and endangered languages * The use of structured linguistic data for NLP applications * The use of structured linguistic data in acquiring linguistic knowledge * (Semi-)automatic methods for creating structured linguistic data Spoken language Data * Speech-to-text applications * Speech Generation techniques * Speech data preparation, curation and evaluation Multimodality and Situated Dialogue * Structured multimodal resources: gesture AMR (GAMR), gaze and posture annotation, multimodal dialogue corpora. * Multimodal grounding: linking language with visual, gestural, and action representations * Structured representations for co-attention and alignment in multiparty dialogue * Multimodal evaluation resources for LLMs Pragmatics and Discourse * Structured data for discourse and dialogue: discourse relation annotation, coherence structures, dialogue acts * Pragmatic annotation (speech acts, presupposition, implicature, politeness, stance) * Structured approaches to common ground tracking and Theory of Mind in LLMs Semantics and Lexical Meaning * Dependency analysis and semantic parsing * Annotation beyond syntax: semantics, pragmatics and discourse * Structured data for lexical semantics: sense inventories, semantic frames, qualia structure, and type-theoretic resources * Computational semantics resources: Abstract Meaning Representation (AMR), Universal Meaning Representation (UMR), Discourse, Representation Structures, Minimal Recursion Semantics (MRS), Type Theory with Records (TTR) * Distributional and neural-symbolic representations of lexical meaning: (e.g., Holographic Reduced Representations (HRR), hyperdimensional computing) for structured LLM grounding * Aligning vector-based meaning representations with symbolic/typed structures We invite paper submissions in two distinct tracks: * regular papers on substantial and original research, including empirical evaluation results, where appropriate – 8 pages excluding references and potential ethics statements; * short papers on smaller, focused contributions, work in progress, negative results, surveys, or opinion pieces – 4 pages excluding references and potential ethics statements. Invited speakers Naiara Perez (University of the Basque Country) Shira Wein (Amherst College) Paper Submission and Templates * Submission follows the LREC 2026 conference instructions, using the Softconf START conference management system accessible through the following link: https://softconf.com/lrec2026/SLiDE/ * Submissions should follow the LREC stylesheet, available on the conference website on the <https://lrec2026.info/authors-kit/> Author’s kit<https://lrec2026.info/authors-kit/> page. Papers must be anonymized to support double-blind reviewing. Important Dates February 22, 2026: Paper submission deadline March 15, 2026: Notification of acceptance March 25, 2026: Camera-ready papers May 2026: Workshop at LREC 2026 All deadlines are 11.59 pm UTC -12h (“anywhere on Earth”). Workshop Organizers Jan Hajič (Prague University, Czech Republic) Erhard Hinrichs (Tübingen University, Germany) Sandra Kübler (Indiana University, USA) Joakim Nivre (Uppsala University, Sweden) Petya Osenova (Sofia University, Bulgaria) James Pustejovsky (Brandeis University, USA)

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Postdoc positions at the ELLIS Institute Finland
by Tiedemann, Jörg 14 Jan '26

14 Jan '26

The ELLIS Institute Finland, a newly established world-class research hub in AI and machine learning, invites applications for postdoctoral researcher positions. Deadline February 9, 2026. Call with all details: https://www.ellisinstitute.fi/postdoc-recruit-2026 Research units and PIs in the call: Institute faculty and staff<https://www.ellisinstitute.fi/people> and the wider ELLIS community in Finland<https://www.ellisinstitute.fi/ellis-community-in-finland> We are seeking postdoctoral researchers to join the ELLIS Institute Finland and its wider research community. We welcome applications across all areas of machine learning, artificial intelligence, and related fields. Your research can be theoretical, applied, or span both. We offer independent postdoctoral researcher positions within the groups of experienced supervisors, with opportunities to work on ambitious, high-impact projects. Research environment You will join a cooperative and multidisciplinary environment for AI research: * Cutting-edge computational resources, including EuroHPC LUMI, one of the world’s fastest and greenest supercomputers, and an upcoming pan-European AI-optimized supercomputer (available by 2027) * Close collaborations with other top machine learning researchers in Europe and globally * Broad range of possibilities to work with companies and startups, fostering innovation and real-world applications of AI * An inclusive and international workplace, with English as the working language We are strongly committed to offering everyone an inclusive and non-discriminating working environment and warmly welcome applicants from diverse backgrounds to join our academic community. Job details Key information about the positions: * Positions are hosted at ELLIS Institute Finland and/or one of its partner universities. * All positions are fully funded and the salaries are based on the Finnish universities’ pay scale. * Positions are typically offered for up to three years. Starting dates are flexible. All positions are negotiated on an individual basis. Requirements Key requirements for the positions: * You hold (or expect to shortly receive) a PhD in computer science, statistics, electrical engineering, mathematics or a related field. * You have previous experience in machine learning, statistics, artificial intelligence or a related field, preferably demonstrated by publication record in a top-tier venue in machine learning-driven fields*. Other merits demonstrating suitability for a researcher position can also be considered. * The positions require the ability to work both independently and as part of a team in a highly collaborative and interdisciplinary environment. Excellent command of written and spoken English is required. How to apply Applications must be submitted electronically through the Apply here! link. The call will close on February 9, 2026 at 23:59 EET (UTC+2). Required documents (in English and in PDF format): * Cover letter (1–2 pages, see Q6 below) * CV * List of publications, highlighting up to five key papers with links * Transcript of doctoral and MSc studies * Degree certificate of your latest degree – if you don’t yet have a PhD degree, a plan of completion must be submitted In the application form, you are also asked to provide contact details of 2–3 senior academics who can provide references For inquiries, please email contact(a)ellisinstitute.fi. An FAQ is on https://www.ellisinstitute.fi/postdoc-recruit-2026 ***************************************************************** Jörg Tiedemann Language Technology https://blogs.helsinki.fi/language-technology/ University of Helsinki

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Call for Papers: ACL 2026 Industry Track
by ACL Announcements 13 Jan '26

13 Jan '26

Call for Papers: ACL 2026 Industry Track ACL 2026 Industry Track in San Diego, CA, United States Conference: July 2 - 7, 2026 Paper submission deadline: February 14, 2026 BACKGROUNDPERMALINK Language technologies are an integral and critical part of our daily lives. Many of these applications have their roots in academic and industrial research laboratories where researchers invented a plethora of algorithms, benchmarked them against shared datasets and perfected their performance to provide plausible solutions to real-world applications. While a controlled laboratory setting is vital for a deeper scientific understanding of the problems underlying language technologies and the impact of algorithmic design choices on their performance, transitioning the technology to real-world industrial strength applications raises a different, yet challenging, set of technical issues. We acknowledge the challenges when adapting language technologies for building novel and robust real-world applications as the journey from theoretical research to practical deployment can be difficult. Challenges can include technical aspects of system deployment and optimizing for efficiency, making informed design choices or methodological considerations of incorporating human feedback, evaluation and oversight. To provide a forum to address these multifaceted issues, we are seeking submissions that not only dive into research but also demonstrate the application of systems in real-world scenarios, irrespective of whether they involve proprietary data. TOPICSPERMALINK We invite submissions describing innovations and implementations in all areas of speech and natural language processing (NLP) technologies and systems that are relevant to real-word applications. The primary focus of this track is on papers that advance the understanding of, and demonstrate the effective handling of, practical issues related to the deployment of language processing or language generation technologies, including those of large language models, in non-trivial real-world systems, meaning: applications deployed for real-world use, i.e., outside controlled environments such as laboratories, classrooms or experimental crowd-sourced setups, also including applications that use NLP and/or speech technology, even if not state of the art in terms of research. There is no requirement that the system be made by a for-profit company, but the users of the system are most likely outside the NLP research community. This track provides an opportunity to highlight the key insights and new research challenges that arise from real world implementations. Relevant areas include: A. System design, efficiency, maintainability and scalability of real-world applications, with topics in alphabetical order including, but not limited to: * Benchmarks and methods for improving the latency and efficiency of systems * Continuous maintenance and improvement of deployed systems * Efficient methods for training and inference * Enabling infrastructure for large-scale deployment * Handling unexpected user behaviour * Human-in-the-Loop approaches to application development * Implementation at speed, scale and low-cost * Negative results related to real-world applications * System combination B. Novel applications and use cases, with topics in alphabetical order including, but not limited to: * Best practices and lessons learned * Case studies, from design to deployment * Description of an application or system * Design of application-relevant datasets * Development of methods under system constraints (model or data size) * Novel, previously unsolved NLP problems and novel NLP applications C. Methods for deployed systems, with topics in alphabetical order including, but not limited to: * Ethics, bias, fairness, harmlessness and trustworthiness in deployed systems * Interpretability * Interactive systems * Offline and online system evaluation methodologies * Online learning * Robustness In addition, opinion/vision papers related to real-world applications are also welcome. Submissions must clearly identify one of the following three areas they fall into: * _Deployed_: Must describe a system that solves a non-trivial real-world problem. The focus may include describing the problem related to actual use cases, its significance (against opportunity size, value proposition, and ideal end state), design/formulation of methods, tradeoff design decision for solutions, deployment challenges, and lessons learned. * _Emerging_: Must describe the development of a system that solves a non-trivial real-world problem (it need not be deployed or even close, but there needs to be evidence that this development is intended for real-world deployment). Papers that describe enabling infrastructure for large-scale deployment of NLP techniques also fall in this category. * _Discovery_: Must include results obtained from NLP applications in real-world scenarios that result in actionable insights. These discoveries should reveal promising directions in their application areas, leading to further system or societal enhancements. For example, an actionable discovery from an analysis of call center transcripts may reveal that certain language choices negatively impact customer experience, leading to better training of service representatives and improved customer experience. IMPORTANT DATESPERMALINK Paper submission deadline February 14, 2026 Author response deadline March 29, 2026 Notification of acceptance April 12, 2026 Camera-ready deadline April 19, 2026 Main conference July 2-7, 2026 All deadlines are 11.59 pm UTC -12h (anywhere on earth). Following the ACL and ARR Policies for Review and Citation, updated in early 2024, there is no anonymity period requirement, e.g., one may upload the paper to arXiv at any time. Please note that the ACL 2026 Industry Track does not use ARR! EVALUATION AND DECISION CRITERIAPERMALINK Submissions will be reviewed in a double-blind manner and assessed based on their novelty, technical quality, potential impact, and clarity. Submissions to the industry track should emphasize real-world implementations of NLP systems, the development of such systems, or provide insights based on real-world datasets with obvious industry impact. For papers that rely heavily on empirical evaluations, the experimental methods and results should be clear, well executed, and reproducible (though the data may be proprietary); in that regard, due to the type of work we expect to be submitted to the Industry Track, we ask authors to pay specific attention to their evaluation methodologies (human vs. automated). SUBMISSION REQUIREMENTSPERMALINK Authors are invited to submit original, full-length (6 pages) industry track papers that are not previously published, accepted to be published, or under consideration for publication in any other forum. Manuscripts should be submitted digitally, in PDF format and formatted using the ACL 2026 formatting requirements. Please do not modify these style files, nor should you use templates designed for other conferences. Submissions that do not conform to the required styles, including paper size, margin width, and font size restrictions, will be desk-rejected. Length and appendices: Industry Track papers cannot exceed 6 pages in length (excluding ethical considerations and references). After the bibliography, papers can have an optional appendix with, e.g., examples or sample inputs/outputs, pre-processing decisions, model parameters, feature templates, pseudocode, information about user studies, additional errors analysis or other details that are necessary for the replication of the work described in the paper. Note, however, that paper submissions must be fully self-contained, i.e., supplementary materials, as provided in the appendix, are completely optional, and reviewers are not even asked to review them. Note that it will not be possible to submit additional separate files as supplementary materials. Authors are asked not to abuse the option of an unlimited appendix and only to include material that supports the primary messages and content of the paper; to avoid any misunderstandings regarding the nature of the appendix, for the final papers, especially those with an appendix of excessive length, the ACL 2026 Industry Track chairs reserve the right to include a statement that it was not mandatory for reviewers to review the material presented in the appendix. Double-blind review: Industry Track submissions must neither include the authors' names nor their affiliations. Self-references that reveal the authors' identities must be avoided. For example, instead of "We previously showed (Smith, 1991) …" or even "We previously showed (Anonymous, 1991) …", please use "Smith (1991) previously showed …". Authors should also be careful not to reveal their affiliation indirectly, for example through screenshots or trade names. Submissions should avoid links to non-anonymized repositories: code should be submitted as a link to an anonymized repository (e.g., Anonymous GitHub or Anonym Share). Please avoid links to storage services like Dropbox (which may track the reviewers downloading the resources). Papers that do not conform to these requirements will be desk-rejected. Citation and comparison: Authors are expected to cite all refereed publications relevant to their submission but may be excused for not knowing about all unpublished work (especially work that has been recently posted and/or is not widely cited). In cases where a preprint has been superseded by a refereed publication, the refereed publication should be cited in addition to or instead of the preprint version. Papers (whether refereed or not) appearing less than 3 months before the submission deadline are considered contemporaneous to a submission, and authors are therefore not obliged to make detailed comparisons that require additional experimentation and/or in-depth analysis. For more information, see the ACL Policies for Review and Citation. Writing assistance: The ACL 2026 Industry Track adheres to the ACL policy on using writing assistants (including AI-based writing assistants and other AI tools) available here. Submission system: Papers have to be submitted through the ACL 2026 Industry Track online submission system. The submission link will be provided soon. Final version: Accepted papers will be given one additional page of content (up to 7 pages; ethical considerations, acknowledgements and references do not count against this limit) so that reviewers' comments can be taken into account. Previous presentations of the work (e.g., preprints on arXiv.org) should be indicated in a footnote that should be excluded from the review submission, but included in the final version of papers appearing in the ACL 2026 proceedings. The final version should remove anonymization in text, citation, and figures. For example, the final version may include the name of the authors' institutions, trademarks, and screenshots of identifiable products. Please notice that once the paper has been submitted, no changes to the list of authors are allowed. Presentation requirement for accepted papers: Industry Track papers will be presented orally or as posters, to be determined by the program committee. All accepted papers must be presented at the conference (either via online or onsite presence). At least one author of each accepted paper must register for ACL 2026 by the early registration deadline. The ACL 2026 Industry Track will run in parallel with the Research Track. Presentation Mode: Accepted papers will be presented orally or as posters as determined by the program committee. The decisions as to which papers will be presented orally and which as poster presentations will be based on the nature rather than the quality of the work. There will be no distinction in the proceedings between papers presented orally or as posters Authorship: The author list for submissions should include all (and only) individuals who made substantial contributions to the work presented. Each author listed on a submission to the ACL 2026 Industry Track will be notified of submissions and the final decision. No changes to the order or composition of authorship may be made to submissions to the ACL 2026 Industry Track after the paper submission deadline MULTIPLE SUBMISSION POLICYPERMALINK ACL 2026 will not consider any paper that is under review in a journal or another conference at the time of submission, and submitted papers must not be submitted elsewhere during the ACL 2026 review period. This policy covers all refereed and archival conferences and workshops (e.g., NeurIPS, ACL workshops), as well as ARR. In addition, we will not consider any paper that overlaps significantly in content or results with papers that have been (or will be) published elsewhere. Authors submitting more than one paper to ACL 2026 must ensure that their submissions do not overlap significantly (>25%) with each other in content or results. Submissions of identical or closely related work to multiple ACL 2026 tracks (e.g., to the research track and industry track) will be treated as duplicate submissions. Such submissions violate our multiple submission policy and will be rejected without review. The authors should also include the papers that their paper overlaps with or extends in the references section as follows: _Anonymous Authors_, "_Title of the paper_", _Under submission at ACL 2026 (TRACK NAME)_. ETHICS POLICYPERMALINK Authors are required to honor the ethical code set out in the ACL Code of Ethics. The consideration of the ethical impact of our research, use of data, and potential applications of our work has always been an important consideration, and as artificial intelligence is becoming more mainstream, these issues are increasingly pertinent. We ask that all authors read the code, and ensure that their work is conformant to this code. Where a paper may raise ethical issues, we ask that you include in the paper an explicit discussion of these issues, which will be taken into account in the review process. We reserve the right to reject papers on ethical grounds, where the authors are judged to have operated counter to the code of ethics, or have inadequately addressed legitimate ethical concerns with their work. Authors will be allowed extra space after the sixth page for an optional broader impact statement or other discussion of ethics. The ACL review form will include a section addressing these issues and papers flagged for ethical concerns by reviewers or ACs will be further reviewed by an ethics committee. Note that an ethical considerations section is not required, but papers working with sensitive data or on sensitive tasks that do not discuss these issues will not be accepted. Conversely, the mere inclusion of an ethical considerations section does not guarantee acceptance. In addition to acceptance or rejection, papers may receive a conditional acceptance recommendation. Camera-ready versions of papers designated as conditional accept will be re-reviewed by the ethics committee to determine whether the concerns have been adequately addressed. Please read the ethics FAQ for more guidance on some problems to look out for and key concerns to consider relative to the code of ethics. CONTACT INFORMATIONPERMALINK Industry Track Co-Chairs: * Yunyao Li (Adobe) * Georg Rehm (DFKI GmbH) * Mei Tu (Samsung) Email: acl-2026-industry-track(a)googlegroups.com General Chair: Philipp Koehn (Johns Hopkins University)

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2nd CfP: NLP4Ecology 2026 @ LREC 2026
by fr.grasso＠unito.it 13 Jan '26

13 Jan '26

We invite submissions to the 2nd Workshop on Ecology, Environment, and Natural Language Processing. We are particularly interested in contributions that push the boundaries of linguistics and NLP research in the context of ecological and environmental crisis and that foster interdisciplinary collaboration. The topics of interest include, but are not limited to: - Sentiment, Argument, and Stance Analysis of Environmental Topics: Evaluating public opinions, emotions, and stances on ecological issues across social media, news outlets, and other media, including environmental activism communication and AI–environment debates (e.g., Longo and Longo, 2025; Ibrohim et al., 2023; Barz et al., 2025; Grasso et al., 2024). - Automated Linguistic and Discourse/Frame Analysis, and Topic Modeling: Studying grammatical, lexical, and discourse patterns in ecological communication from an ecolinguistic perspective, including topic modeling and framing analyses of media, political discourse, corporate reports, and NGO communication (e.g., Widanti, 2022; Dehler-Holland et al., 2021; Bosco et al., 2025; Grasso et al., 2025b). - Detection of Anthropocentric and Speciesist Biases: Identifying and mitigating anthropocentric and speciesist biases in language data and NLP applications, including bias in large language models (e.g., Leach et al., 2021; Takeshita et al., 2022; Grasso et al., 2025a). - Text Classification, Entity Recognition, and Environmental Monitoring: Categorizing texts into environmental subdomains such as biodiversity, climate change, and conservation, and identifying or tracking mentions of species, habitats, pollutants, and ecological phenomena, including applications of LLMs to ecological and biodiversity corpora (e.g., Volkanovska, 2025; Schimanski et al., 2023; Abdelmageed et al., 2022; Grasso & Locci, 2024). - Fact-checking and Greenwashing Detection: Analyzing corporate sustainability reports and institutional communication to detect misleading claims, greenwashing practices, and inaccuracies in environmental discourse (e.g., Glazkova and Zakharova, 2025; Cojoianu et al., 2020; Moodaley & Telukdarie, 2023). - Ecofeminism, Environmental Justice, and Language: Exploring the intersections of gender, justice, power, and ecological narratives, and how NLP methods can support the analysis of environmental justice–oriented discourse. Further topics include: - Ecolinguistic applications of NLP. -Large Language Models (LLMs) application in Climate Change and Environmental domain. -Analysis of harmful environmental narratives and misinformation on social media. -Corpora creation and annotation for ecological discourse -Geo-tagging and Sentiment Mapping of Environmental Discussions -Fairness, ethics, and accountability in environmental NLP. -Environmental communication in low-resource languages. -Multimodal analysis for ecological and environmental challenges. -Lexical and semantic analysis of sustainability discourse. -Linked Data and Knowledge Graphs on ecological topics. -Language diversity and inclusion in environmental narratives. -Cognitive models and ecological storytelling. -NLP for understanding indigenous knowledge in environmental contexts. -Machine learning techniques for analyzing environmental communication. -NLP for environmental legislation and policy discourse. -NLP for environmental education and awareness campaigns. -Speech technologies to support ecological field research. -Educational chatbots and conversational agents for raising environmental awareness. We invite submissions in the following categories: - Regular Papers (from a minimum of 4 up to 8 pages) - Non-archival contributions (up to 4 pages). Regular papers must report original, previously unpublished work and follow the LREC 2026 Author Kit. Accepted regular papers will be included in the workshop proceedings. Non-archival contributions include research communications (i.e. work already published at other venues), work in progress, manifestos, and similar contributions. Non-archival contributions can be presented at the workshop but will not be included in the proceedings. Please visit https://nlp4ecology2026.di.unito.it/ for more infos. Contact e-mails: nlp4ecology.workshop(a)gmail.com ; fr.grasso(a)unito.it

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PhD position (4-year FPI contract) at the UNED NLP & IR group
by JORGE AMANDO CARRILLO DE ALBORNOZ CUADRADO 12 Jan '26

12 Jan '26

****We apologize for the multiple copies of this e-mail**** Dear all, We would like to share the following PhD opportunity, which may be of interest to prospective doctoral candidates or colleagues who could help disseminate the call. A PhD position (4-year FPI contract) is available at the UNED NLP & IR group, within the framework of the ANNOTATE research project, carried out in collaboration with the University of Barcelona and the Universitat Politècnica de València. The PhD research will focus on Human-Centric Artificial Intelligence, with particular emphasis on the analysis and detection of sexism in digital and multimedia environments, combining multimodal data and explainable, socially responsible AI approaches. The doctoral work will contribute to the development of a Sexism Observatory, an interactive platform for large-scale detection, analysis, and visualization of sexist content. The position is aimed at candidates with a background in Artificial Intelligence and Natural Language Processing, strong Python programming skills, and a good command of English. The application deadline is February 8th, 2026. Full details about the position and the application process are available in the linked document: http://nlp.uned.es/~jcalbornoz/jobs/Full_time_Phd_UNED_FPI.pdf Best regards, Jorge Carrillo-de-Albornoz P.S. Please feel free to share or redistribute this call with anyone who might be interested. AVISO LEGAL. Este mensaje puede contener información reservada y confidencial. Si usted no es el destinatario no está autorizado a copiar, reproducir o distribuir este mensaje ni su contenido. Si ha recibido este mensaje por error, le rogamos que lo notifique al remitente. Le informamos de que sus datos personales, que puedan constar en este mensaje, serán tratados en calidad de responsable de tratamiento por la UNIVERSIDAD NACIONAL DE EDUCACIÓN A DISTANCIA (UNED) c/ Bravo Murillo, 38, 28015-MADRID-, con la finalidad de mantener el contacto con usted. La base jurídica que legitima este tratamiento, será su consentimiento, el interés legítimo o la necesidad para gestionar una relación contractual o similar. En cualquier momento podrá ejercer sus derechos de acceso, rectificación, supresión, oposición, limitación al tratamiento o portabilidad de los datos, ante la UNED, Oficina de Protección de datos<https://www.uned.es/dpj>, o a través de la Sede electrónica<https://uned.sede.gob.es/> de la Universidad. Para más información visite nuestra Política de Privacidad<https://descargas.uned.es/publico/pdf/Politica_privacidad_UNED.pdf>.

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Call for Papers: LxGr2026
by Costas Gabrielatos 12 Jan '26

12 Jan '26

11th Symposium on Corpus Approaches to Lexicogrammar (LxGr2026) CALL FOR PAPERS Deadline for abstract submission: 1 March 2026 The symposium will take place online on Thursday 2 and Friday 3 July 2026 Invited Speakers Stefan Gries<https://www.stgries.info/> (University of California, Santa Barbara, USA) Martin Hilpert<http://members.unine.ch/martin.hilpert> (University of Neuchâtel, Switzerland) LxGr primarily welcomes papers reporting on corpus-based research on any aspect of the interaction of lexis and grammar -- particularly studies that interrogate the system lexicogrammatically to get lexicogrammatical answers. However, position papers discussing theoretical or methodological issues, as well as descriptions or demonstrations of tools or resources are also welcome, as long as they are relevant to both lexicogrammar and corpus linguistics. If you would like to present, send an abstract of 500 words (excluding references) to lxgr(a)edgehill.ac.uk<mailto:lxgr@edgehill.ac.uk>. * Abstracts for research papers should specify the research focus (research questions or hypotheses), the corpus, the methodology (techniques, metrics), the theoretical orientation, and the main findings. * Abstracts for position papers should specify the theoretical orientation and the potential contribution to both lexicogrammar and corpus linguistics. * Abstracts for tools or resources should provide a clear description of the main functions, and specify the potential contribution to both lexicogrammar and corpus linguistics. Full papers will be allocated 35 minutes (including 10 minutes for discussion). Work-in-progress reports will be allocated 20 minutes (including 5 minutes for discussion). There will be no parallel sessions. Participation is free. For details, visit the LxGr website: https://sites.edgehill.ac.uk/lxgr If you have any questions, please contact lxgr(a)edgehill.ac.uk<mailto:lxgr@edgehill.ac.uk>. ________________________________ Edge Hill University<http://ehu.ac.uk/home/emailfooter> Modern University of the Year, The Times and Sunday Times Good University Guide 2022<http://ehu.ac.uk/tef/emailfooter> University of the Year, Educate North 2021/21 ________________________________ This message is private and confidential. If you have received this message in error, please notify the sender and remove it from your system. Any views or opinions presented are solely those of the author and do not necessarily represent those of Edge Hill or associated companies. Edge Hill University may monitor email traffic data and also the content of email for the purposes of security and business communications during staff absence.<http://ehu.ac.uk/itspolicies/emailfooter>

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Lancaster Open research group - starts 21 January
by Brezina, Vaclav 12 Jan '26

12 Jan '26

Dear all, The Open Advanced Methods in Corpus Linguistics research group, offered by CASS - the ESRC Centre for Corpus Approaches to Social Science at Lancaster University, will resume this term. The group is open to anyone with an interest in corpus linguistics or quantitative approaches to language, and sessions will be held in a hybrid format (in person and online). This term, we will focus on one of the most fundamental concepts in corpus linguistics, frequency, a concept that underpins the field as a whole. When: Wednesdays, fortnightly, 12:00-12:50 pm (UK time) Starting: Wednesday 21 January Running topic: Measuring and reporting frequency in corpus linguistics Free registration: https://forms.office.com/e/YT5md2fjkac All are very welcome. Best wishes, Vaclav Readings: Brezina, V., & Gablasova, D. (2024). A frequency dictionary of British English: core vocabulary and exercises for learners. Routledge. Divjak, D. (2019). Frequency in language: Memory, attention and learning. Cambridge University Press. Gries, S.T. (2024). Frequency, Dispersion, Association, and Keyness: Revising and tupleizing corpus-linguistic measures. Amsterdam: John Benjamins. Platt, W. C. (2025). Review of Gries (2024): Frequency, Dispersion, Association, and Keyness: Revising and tupleizing corpus-linguistic measures. Tissari, H. (2023). Divjak, Dagmar: Frequency in language: memory, attention and learning. Cambridge: Cambridge University Press, 2019.[Book review]. Linguist list, 34.

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International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026): First Call for Project Showcases
by Announce 12 Jan '26

12 Jan '26

*** First Call for Project Showcases *** International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) 29 September - 2 October 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://conf.researchr.org/home/variability-2026 The VARIABILITY conference series brings together the communities previously served by ICSR, SPLC, and VaMoS, forming a unified venue for research on variability, configuration, customization, and related disciplines in software and systems engineering. As part of this mission, VARIABILITY 2026 invites submissions to its Project Showcase Track, a forum dedicated to presenting ongoing or recently completed research projects. The track offers a stage for research teams to share their vision, goals, early outcomes, intermediate results, final achievements, and lessons learned from funded projects of all scales, including collaborative research centers, EU projects, and nationally or regionally funded initiatives. The goal is to encourage interaction, foster collaboration opportunities, and help disseminate project insights to the broader community. Objectives and Scope We welcome submissions on research projects that address reuse, product lines, and variable/configurable software systems. A list of research topics that are relevant for this track is available from the call for the papers for the VARIABILITY 2026 Research Track, at: https://conf.researchr.org/track/variability-2026/variability-2026-papers#C… Submissions are expected to describe ongoing or recently completed research projects within this scope. This track is not intended for publishing mature research results. Instead, it focuses on project summaries and overviews, highlighting goals, structure, challenges, insights, and project level impact. Examples of suitable submissions include: • Ongoing projects focusing on goals, challenges, methodology, or early findings • Recently completed projects summarizing outcomes, evidence, and impact • Large scale, collaborative, or multi partner efforts, where visibility and networking are beneficial • Smaller or emerging projects that would benefit from early feedback and exposure PhD thesis projects are not in scope for this track. We warmly encourage PhD candidates to submit their work to the VARIABILITY 2026 Doctoral Symposium. Submission Format • Length: 7 to 10 pages, excluding references • Format: LNCS (Springer), single blind submissions Each submission will receive feedback from three reviewers. All submissions must adhere to the LNCS (Springer) format. Please refer to the official LNCS template at https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu… . Submissions must be in PDF format and submitted via EasyChair: https://easychair.org/conferences/?conf=variability2026 (Select “Projects Showcase Track”). Presentation and Publication Accepted papers will appear in the VARIABILITY 2026 Companion Proceedings published by Springer in the LNCS series. Accepted submissions will receive a presentation slot. At least one author of each accepted paper must: • Register for the full conference, and • Present the contribution at the event Evaluation Criteria Submissions will be evaluated on: • Relevance to the conference scope • Clarity of project goals, context, and contributions • Potential for impact, collaboration, reuse, or technology transfer • Value for discussion and interaction at the conference The focus is on clarity, relevance, and value to the community rather than scientific novelty. Important Dates (AoE) • Submission of Papers: 1 June 2026 • Notification of Acceptance: 21 June 2026 • Camera-Ready Submission: 15 July 2026 • Author Registration: 15 July 2026 Organisation General Chairs • George A. Papadopoulos, University of Cyprus, Cyprus • Gilles Perrouin, FNRS & University of Namur, Belgium Research Track Chairs • Thorsten Berger, Ruhr University Bochum, Germany • Ina Schaefer, KIT, Germany Industry Track Chairs • Shaukat Ali, Simula Research Lab and Oslo Metropolitan University, Norway • Martin Becker, Fraunhofer IESE, Germany Journal First Track Chairs • Mathieu Acher, University Rennes, Inria, CNRS, IRISA, France • Xhevahire Tërnava, LTCI, Télécom Paris, Institut Polytechnique de Paris, France Doctoral Symposium Track Chairs • Rick Rabiser, LIT CPS, Johannes Kepler University Linz, Austria • Iris Reinhartz-Berger, University of Haifa, Israel Demos and Tools Track Chairs • Sandra Greiner, University of Southern Denmark, Denmark • Leopoldo Teixeira, Federal University of Pernambuco Projects Showcase Chairs • Daniel Struber, Chalmers, University of Gothenburg, Radbound University, Sweden • Dalila Tamzalit, Nantes Université, France Hall of Fame Chairs • Martin Becker, Fraunhofer IESE, Germany • Goetz Botterweck, Lero - The Irish Software Research Centre and University of Limerick, Ireland • Natsuko Noda, Shibaura Institute of Technology, Japan Workshops Chairs • Lidia Fuentes, Universidad de Malaga, Spain • Malte Lochau, University of Siegen, Germany Tutorials Chairs • Loek Cleophas, Eindhoven University of Technology and Stellenbosch University, The Netherlands • Mahsa Varshosaz, IT University of Copenhagen, Denmark Proceedings Chair • Sophie Fortz, King's College London, UK Publicity Chairs • Wesley Assunção, North Carolina State University, USA • Kentaro Yoshimura, Hitachi Ltd, Japan Local Organiser and Finance Chair • George A. Papadopoulos, University of Cyprus, Cyprus

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[CFP] ClimateCheck 2026: Shared Task on Scientific Fact-Checking and Disinformation Narrative Classification of Climate-related Claims
by max.upravitelev＠tu-berlin.de 12 Jan '26

12 Jan '26

The rise of climate discourse on social media offers new channels for public engagement but also amplifies mis- and disinformation. As online platforms increasingly shape public understanding of science, tools that ground claims in trustworthy, peer-reviewed evidence are necessary. The new 2026 iteration of ClimateCheck builds on the results and insights from the 2025 iteration (run at SDP 2025/ACL 2025), extending it by adding training data, a new task on classifying disinformation narratives in climate discourse, and a focus on sustainable solutions. The ClimateCheck shared task is a part of the the 3rd International Workshop on Natural Scientific Language Processing (NSLP 2026), which will take place on May 12 2026 and is co-located with LREC 2026 in Palma de Mallorca (Spain). ***Available Tasks*** Task 1: Abstract retrieval and claim verification: given a claim and a corpus of publications, retrieve the top 5 most relevant abstracts and classify each claim-abstract pair as supports, refutes, or not enough information. Evaluation: Recall@K (K=2, 5) and B-Pref (for retrieval) + Weighted F1 (for verification) based on gold data; additional unannotated documents will be evaluated automatically. In addition, we will ask participants to use CodeCarbon to assess emissions and energy consumption at test inference. Task 2: Disinformation narrative classification: given a claim, predict which climate disinformation narrative exists according to a predefined taxonomy. Evaluation: Macro-, micro-, and weighted-F1 scores based on annotated documents. ***Important Dates*** - Release of datasets: December 15, 2025 (task 1); December 19, 2025 (task 2) -) Both datasets are now available for training! - Testing phase begins: January 15, 2026 (Codabench link TBA) - Deadline for system submissions: February 16, 2026 - Deadline for paper submissions: February 20, 2026 - Notification of acceptance: March 13, 2026 - Camera-ready papers due: March 30, 2026 - Workshop: May 12, 2026 We encourage and invite participation from junior researchers and students from diverse backgrounds. Participants are also highly encouraged to submit a paper describing their systems to the NSLP 2026 workshop. ***Call for Participation*** The call for participation with more information can be found here: https://nfdi4ds.github.io/nslp2026/

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2nd CfP: Universal Dependencies Workshop @ LREC 2026
by cagri coltekin 11 Jan '26

11 Jan '26

*** apologies for cross-posting *** CALL FOR PAPERS Ninth Workshop on Universal Dependencies (UDW 2026) 16 May 2026, Palma de Mallorca, Spain (co-located with LREC 2026) https://universaldependencies.org/udw26/ Overview Universal Dependencies (UD) is a framework for cross-linguistically consistent treebank annotation that has so far been applied to over 180 languages. The framework aims to capture similarities as well as idiosyncrasies among typologically different languages (e.g., morphologically rich languages, pro-drop languages, and languages featuring clitic doubling). The goal in developing UD was not only to support comparative evaluation and cross-lingual learning but also to facilitate multilingual natural language processing, enable comparative linguistic studies, and provide resources for language model understanding and evaluation. The Universal Dependencies Workshop series was started to create a forum for discussion of the theory and practice of UD, its use in research and development, and its future goals and challenges. Some of the previous workshops have been co-located with COLING, EMNLP, and SyntaxFest. We invite papers on all topics relevant to UD, including but not limited to: * Theoretical foundations and universal guidelines * Linguistic analysis of specific languages and/or constructions * Language typology and linguistic universals * Treebank annotation, conversion, and validation * Word segmentation, morphological tagging and syntactic parsing * Use of UD data for evaluating or understanding language models * Linguistic studies based on the UD data Priority will be given to papers that adopt a cross-lingual perspective. Invited Speakers * Marie-Catherine de Marneffe, UC Louvain * Stephen Mayhew, Duolingo Important Dates Paper submission deadline: February 16, 2026 Notification of acceptance: March 16, 2026 Camera-ready version due: March 30, 2026 Workshop date: May 16, 2026 Submission Formats We invite submissions in two formats: * Regular (long) papers up to 8 pages of content (excluding references and appendices). Regular papers should present substantial, original, and unpublished research, including empirical evaluation results where appropriate. * Short papers up to 4 pages of content (excluding references and appendices). Short papers may offer smaller, focused contributions, such as work in progress, negative results, surveys, or opinion pieces. We also welcome non-archival papers, defined as work that has already been published or accepted for publication at another computational linguistics venue. These papers may be presented at the workshop but will not appear in the LREC 2026 Workshop Proceedings. Accepted papers will be given one additional page to address reviewer comments. Paper Submission, Review Process and Selection Criteria Submissions will be handled via the START Conference Manager. * Submission link: https://softconf.com/lrec2026/UDW2026/ Papers should describe original work; they should emphasise completed work rather than intended work, and should indicate clearly the state of completion of the reported results. Submissions will be judged on correctness, originality, technical strength, significance and relevance to the conference, and interest to the attendees. All submissions should follow the two-column LREC style guidelines. We strongly recommend the use of the LaTeX style files, OpenDocument, or Microsoft Word templates created for LREC: https://lrec2026.info/authors-kit/. Unlike LREC main conference submissions, UDW submissions are allowed to include appendices, and the UDW makes a distinction between short (up to four pages) and long papers (up to eight pages). All papers must be anonymous, i.e., not reveal author(s) on the title page or through self-references. So, e.g., “We previously showed (Smith, 2020) …”, should be avoided. Instead, use citations such as “Smith (2020) previously showed …”. All papers will undergo a double-blind peer review process, with final acceptance decisions made by the workshop chairs. Submissions that violate the requirements above will be rejected without review. LRE-Map and Sharing Language Resources When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Presentation Format Accepted papers will be presented as oral or poster presentations. The mode of presentation will be determined by the workshop chairs and does not reflect the quality of the submission. UDW 2026 will primarily be an in-person event, but online participation will also be possible for the participants who cannot travel to the conference. Accepted papers will be published in the LREC 2026 Workshop Proceedings. Website: https://universaldependencies.org/udw26/ Contact: udw26(a)googlegroups.com Organizing Committee * Çağrı Çöltekin, Tübingen University * Kaja Dobrovoljc, University of Ljubljana & Jozef Stefan Institute * Joakim Nivre, Uppsala University

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CFP: UMR parsing shared task + DMR 2026 workshop
by Dan Zeman 11 Jan '26

11 Jan '26

Call for Participation: Shared Task in Parsing into UMR Please consider participating in shared task in multilingual parsing into Uniform Meaning Representation. Details and registration link here: https://ufal.mff.cuni.cz/umr-parsing The shared task is part of the DMR 2026 workshop, see the call for papers below: Call for Papers: DMR 2026 DMR 2026 invites the submissions of long and short papers about original works on the design, processing, and use of meaning representations. While deep learning methods have led to many breakthroughs in practical natural language applications, there is still a sense among many NLP researchers that we have a long way to go before we can develop systems that can actually “understand” human language and explain the decisions they make. Indeed, “understanding” natural language entails many different human-like capabilities, and they include but are not limited to the ability to track entities in a text, understand the relations between these entities, track events and their participants described in a text, understand how events unfold in time, and distinguish events that have actually happened from events that are planned or intended, are uncertain, or did not happen at all. We believe a critical step in achieving natural language understanding is to design meaning representations for text that have the necessary meaning “ingredients” that help us achieve these capabilities. Such meaning representations can also potentially be used to evaluate the compositional generalization capacity of deep learning models. There has been a growing body of research devoted to the design, annotation, and parsing of meaning representations in recent years. In particular, formal meaning representation frameworks such as Minimal Recursion Semantics (MRS) and Discourse Representation Theory are developed with the goal of supporting logical inference in reasoning-based AI systems and are therefore easily translatable into first-order logic, while other meaning representation frameworks such as Abstract Meaning Representation (AMR), Uniform Meaning Representation (UMR), Tecto-grammatical Representation (TR) in Prague Dependency Treebanks and the Universal Conceptual Cognitive Annotation (UCCA), put more emphasis on the representation of core predicate-argument structure. The automatic parsing of natural language text into these meaning representations and the generation of natural language text from these meaning representations are also very active areas of research, and a wide range of technical approaches and learning methods have been applied to these problems. DMR intends to bring together researchers who are producers and consumers of meaning representations and, through their interaction, gain a deeper understanding of the key elements of meaning representations that are the most valuable to the NLP community. The workshop will provide an opportunity for meaning representation researchers to present new frameworks and to critically examine existing frameworks with the goal of using their findings to inform the design of next-generation meaning representations. One particular goal is to understand the relationship between distributed meaning representations trained on large data sets using network models and the symbolic meaning representations that are carefully designed and annotated by NLP researchers, with an aim of gaining a deeper understanding of areas where each type of meaning representation is the most effective. The workshop solicits papers that address one or more of the following topics: * Development and annotation of meaning representations; * Challenges and techniques in leveraging meaning representations for downstream applications, including neuro-symbolic approaches; * The relationship between symbolic meaning representations and distributed semantic representations; * Issues in applying meaning representations to multilingual settings and lower-resourced languages; * Challenges and techniques in automatic parsing of meaning representations; * Challenges and techniques in automatically generating text from meaning representations; * Meaning representation evaluation metrics; * Cross-framework comparison of meaning representations and their formal properties; * Any other topics that address the design, processing, and use of meaning representations. Contact For any questions regarding the workshop, please contact us atdmr.workshop.2026(a)gmail.com.

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Can LLMs Finally Win? The CRAC 2026 Shared Task on Multilingual Coreference Resolution
by Dan Zeman 11 Jan '26

11 Jan '26

* ———————————————————————————— Call for Participation: CRAC 2026 Shared Task on Multilingual Coreference Resolution ———————————————————————————— https://ufal.mff.cuni.cz/corefud/crac26 We are excited to announce the fifth edition of the Shared Task on Multilingual Coreference Resolution! As in the previous edition, where LLMs were not able to dethrone traditional approaches, the upcoming task again primarily focuses on LLMs and challenges their ability to predict coreference across a range of typologically diverse languages. The results will be presented at the CODI-CRAC 2026 workshop, co-located with the ACL 2026 conference in San Diego, USA. System description papers will be published in the proceedings of CODI-CRAC, also available in the ACL anthology. ————————————— Task description ————————————— The task is to identify mentions and cluster them according to their reference to the same entity. Participants may choose between two tracks: 1. LLM track 2. Unconstrained track ————————————— Data ————————————— The Shared Task is based on the upcoming CorefUD 1.4. collection, which comprises datasets with coreference annotation for at least 17 languages. Participants may also choose to compete on only a subset of these languages. ————————————— Timeline (tentative) ————————————— January 16, 2026 - start of the development phase * release of training and development data * evaluation tool available on GitHub * baseline system available at GitHub * development evaluation possible via CodaBench March 4, 2026 - start of the evaluation phase * test evaluation via CodaBench March 18, 2026 (AoE) - end of the evaluation phase April 10, 2026 - submission of system description papers to the CODI-CRAC 2026 workshop July 3/4, 2026 – the CODI-CRAC workshop at ACL ————————————— Participation ————————————— Please let us know by filling in the registration form: https://ufal.mff.cuni.cz/corefud/crac26#llm-registration <https://ufal.mff.cuni.cz/corefud/crac26#llm-registration> ————————————— Organizers ————————————— Michal Novák, Charles University, Czechia Martin Popel, Charles University, Czechia Zdeněk Žabokrtský, Charles University, Czechia Dan Zeman, Charles University, Czechia Anna Nedoluzhko, Charles University, Czechia Milan Straka, Charles University, Czechia Ondřej Pražák, University of West Bohemia, Czechia Miloslav Konopík, University of West Bohemia, Czechia Jakub Sido, University of West Bohemia, Czechia *

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survey on corpora user experience
by varvara.magomedova＠ung.si 11 Jan '26

11 Jan '26

Dear all, I'm collecting data on corpus interface usability to support a standardization proposal. If you use corpora for research or teaching, I'd very much appreciate 5-10 minutes of your time: https://www.1ka.si/a/65063543 The survey covers common frustrations (export limits, query interfaces, metadata gaps) and desired improvements. It is fully anonymous, doesn't even ask how far you are in your academic career. Thanks a lot! Varya Magomedova varvara.magomedova[(a)]ung.si University of Nova Gorica

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MATS AI Safety Summer Fellowship: Apply by Jan. 18
by Eric Dhan 10 Jan '26

10 Jan '26

A quick reminder that applications to the MATS Summer 2026 fellowship cohort are due by January 18. It only takes 1-2 hours to apply! MATS Summer 2026 <https://www.matsprogram.org/apply?utm_source=corpora&utm_medium=&utm_campai…> (June - August) is a 12-week fully-funded research fellowship for aspiring AI alignment, control, security, and governance researchers. Fellows work directly with mentors from Anthropic, Google DeepMind, OpenAI, UK AISI, GovAI, Redwood, METR, Apollo, Goodfire, AIFP, and other top organizations—with housing and office space provided in Berkeley or London. MATS has accelerated 450+ researchers; among alumni who graduated before 2025, 80% now work on AI safety. *Submit your application by Jan. 18!* <https://www.matsprogram.org/apply?utm_source=corpora&utm_medium=&utm_campai…> Please share this opportunity with your networks. We’d love to reach as many people as possible so that we can continue to attract top talent into AI safety. Best, Eric -- Eric Dhan Operations Generalist, MATS <https://www.matsprogram.org/> LinkedIn <https://www.linkedin.com/in/eric-dhan/>

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CFP: StanceNakba 2026 Shared Task (LREC 2026)
by Wajdi Zaghouani 10 Jan '26

10 Jan '26

We are pleased to invite you to participate in StanceNakba 2026, a shared task co-located with LREC 2026 as part of Nakba-NLP 2026: The 2nd International Workshop on Nakba Narratives as Language Resources. The shared task focuses on Actor- and Topic-Aware Stance Detection in polarized social media discourse related to the Palestinian–Israeli conflict. Task Overview * Subtask A (English): Actor-Level Stance Detection Labels: Pro-Palestine | Pro-Israel | Neutral * Subtask B (Arabic): Cross-Topic Stance Detection Labels: Favor | Against | Neither Topics: normalization with Israel and refugee presence in Jordan Dataset & Evaluation * 2,606 manually annotated social media posts * English and Arabic datasets * Primary evaluation metric: Macro-F1 Important Dates * Training data release: January 10, 2026 * System submission deadline: February 17, 2026 * Workshop: May 11–16, 2026 (TBC) Participation in the shared task is free of charge. Please note that at least one member of each participating team must be registered for the conference. Further details, data access, and submission instructions are available on the shared task website: https://marsadlab.github.io/stancenakba/index.html If you have any questions, feel free to contact us at stancenakba(a)gmail.com<mailto:stancenakba@gmail.com>. We warmly encourage you to join us in advancing stance detection research and improving our understanding of polarized online discourse. Kind regards, The StanceNakba 2026 Organizing Team

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CfA: Conference "How does artificial intelligence challenge our traditional understanding of legal reasoning?" August 27-28, 2026, University of St.Gallen
by reto.gubelmann＠uzh.ch 09 Jan '26

09 Jan '26

Dear Colleagues, I would like to draw your attention to a conference that I’m co-organizing. Please find the call for Abstracts below. For further inquiries, please contact the Organizing Committee at: conference-ile(a)unisg.ch. All best, Reto Gubelmann University of Zurich ********************************* CALL FOR ABSTRACTS How does artificial intelligence challenge our traditional understanding of legal reasoning? August 27-28, 2026, University of St. Gallen This international conference invites scholars, practitioners, and Natural Language Processing (NLP) researchers to explore how contemporary Language AI Systems—especially large language models (LLMs) and Deep Learning Methods—reshape fundamental assumptions and methods about legal method, interpretation, and decision-making. Legal practice often presents itself as value-laden, interpretive, and methodologically disciplined. Yet current Language AI predominantly operate through statistical pattern recognition and representation rather than propositional argument. This tension raises pressing questions: Does Language AI merely automate inessential aspects of legal work, or does it reveal that legal reasoning itself has long contained implicit statistical or probabilistic elements? Do machine-generated legal outputs expose hidden (ir)regularities in judicial and administrative practice? And how should legal theory respond when computational systems appear to “mimic” legal judgment without engaging, for all we know, in human-like, propositional reasoning? We especially welcome contributions addressing, but not limited to, the following themes: • Statistical Aspects in Legal Reasoning: What role do probabilistic or statistical considerations already play—implicitly or explicitly—in legal interpretation and decision-making? • AI and the Transformation of Legal Method: Does the rise of generative Language AI undermine traditional conceptions of doctrinal reasoning, hermeneutics, or precedent? • Values, Normativity, and Language: How do values enter legal language, and can AI systems meaningfully represent or operationalize normative commitments? • AI as Mirror or Distortion of Legal Practice: Does AI reveal the latent patterns of legal discourse, contributing to a more objective practice, or does it impose new biases and structures that distort legal meaning? • Epistemic, Democratic, and Ethical Implications: What does the integration of (currently largely private and often closed-sourced) AI into legal institutions (public administration or courts) imply for legitimacy, transparency, and the rule of law? We invite submissions from law, philosophy, NLP, (computational) linguistics, computer science, statistics and related fields. Both theoretical and empirical contributions are welcome. Confirmed Keynote Speakers • Prof. Dr. Christoph Engel, Max Planck Institute, Bonn • Dr. Joel Niklaus, Machine Learning Engineer, Hugging Face Submission Guidelines: Abstract • Scope: 300–500 words • Submission deadline: February 28, 2026, to conference-ile(a)unisg.ch • Form: Anonymized PDF. Please indicate your name, affiliation and contact information in the body of your email • Notification of acceptance: April 2, 2026 Paper and presentation • Paper scope: 3,000 words • Submission deadline: August 14, 2025 • Presentations of 15 minutes, followed by 30 minutes discussion, online presentations are possible Scientific and Organizing Committee • Désirée Klingler, University of St. Gallen • Peter Hongler, University of St. Gallen • Reto Gubelmann, University of Zurich

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Webinar by: Thamar Solorio (Mohamed bin Zayed University of Artificial Intelligence (MBZUAI))
by HiTZ zentroa 09 Jan '26

09 Jan '26

**** We apologize for the multiple copies of this email. In case you are already registered to the next webinar, you do not need to register again. **** Dear colleague, We are happy to announce the next webinar in the Language Technology webinar series organized by The HiTZ Chair of Artificial Intelligence and Language Technology (https://hitz.eus/katedra). We are organizing one seminar every month. Next webinar: Speaker: Thamar Solorio (Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)) Title: A Research Agenda for Low Resource NLP Date: Thursday, January 15, 2026 - 15:00 Summary: Low resource NLP is nowadays an umbrella keyword that covers a wide set of research directions. In this talk I will argue that it is important to carefully present the low resource scenario and distinguish when the languages are truly lacking resources, as opposed to simulating lack of labeled data. I propose to follow a more systematic way to represent work in this space and to question how we approach technology development for these languages. I will also present recent work in my group that contributes to improve language representation by exploring efficient approaches to diverse languages. Bio: Thamar Solorio is a professor of NLP at MBZUAI where she also serves as Vice Provost for Faculty Excellence and Advancement. Her research interests include NLP for low-resource settings and multilingual data, including code-switching and information extraction. More recently, she has been exploring language and vision problems, focusing on developing inclusive NLP. She served two terms as an elected board member of the North American Chapter of the Association of Computational Linguistics (NAACL) and was PC co-chair for NAACL 2019, and recently stepped down from being co-Editor in Chief of the ACL Rolling Review Initiative (ARR). She was the general chair of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP). Registration: https://www.hitz.eus/webinar_izenematea Upcoming webinars: Henning Wachsmuth (February 5) José Andrés González-López (March 5) Ranjay Krishna (April 16) You can view the videos of previous webinars and the schedule for upcoming webinars here: http://www.hitz.eus/webinars If you cannot attend this seminar, but you want to be informed of the following HiTZ webinars, please complete this registration form instead: http://www.hitz.eus/webinar_info Best wishes, The HiTZ Chair of Artificial Intelligence and Language Technology P.S: HiTZ will not grant any type of certificate for attendance at these webinars.

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Call for Papers: The 1st Workshop on Computational Affective Science
by Roman Klinger 08 Jan '26

08 Jan '26

Call for Papers: The 1st Workshop on Computational Affective Science First Call for Papers: The 1st Workshop on Computational Affective Science (CAS 2026), co-located with the Language Resources and Evaluation Conference (LREC) 2026 in Palma de Mallorca, Spain, May 16. Website: https://casworkshop.github.io/ <https://casworkshop.github.io/> Contact: cas-workshop(a)googlegroups.com We invite submissions to the first Workshop on Computational Affective Science (CAS 2026), co-located with LREC 2026, on research related to the understanding of affect and emotions through language and computation. CAS will accept archival long and short paper submissions, featuring substantial, original, and unpublished research. We also encourage submissions of extended abstracts from researchers in the broader Affective Science community, with up to two pages of content featuring the research background/hypotheses and a description of methods/results. Extended abstracts are non-archival, offering the option for publication and presentation at other conference venues. Motivation Affect refers to the fundamental neural processes that generate and regulate emotions, moods, and feeling states. Affect and emotions are central to how we organize meaning, to our behavior, to our health and well-being, and to our very survival. Despite this, and even though most of us are intimately familiar with emotions in everyday life, there is much we do not know about how emotions work and how they impact our lives. Affective Science is a broad interdisciplinary field that explores these and related questions about affect and emotions. Since language is a powerful mechanism of emotion expression, there is a growing use of language data and advanced natural language processing (NLP) algorithms to shed light on fundamental questions about emotions. The Workshop on Computational Affective Science (CAS) aims to be a dedicated venue for work focused specifically on the link between NLP and affective science. Interdisciplinary Scope The workshop takes an interdisciplinary approach to affective science and aims at bringing together NLP researchers, scientists, and theorists from many research areas, including psychology, sociology,, neuroscience, and philosophy. Although work in sentiment analysis is decades old, this work often proceeds separately and in different fields from research and theory in affective science. Meanwhile, affective scientists in psychology, sociology, neuroscience and philosophy increasingly seek to use linguistic tools to shed light on the nature of emotions, moods, and feeling states. CAS is therefore co-organized by an interdisciplinary group of researchers (spanning NLP and Affective Science) to foment collaboration at this exciting frontier of research. Submissions We invite long and short archival paper submissions, as well as non-archival extended abstracts on a broad range of topics at the intersection of affective science and natural language processing, including but not limited to: 1. The Nature of Affect and Computational Modeling of Emotions Computational experiments that add to our understanding of affect and emotions, including findings relevant to: * theories and nature of emotion * the biology or neuroscience of emotions * appraisal models * dimensional models (valence / arousal / dominance) * models of constructed emotion * cognitive-affective architectures * emotion dynamics (emergence, intensification, decay, transitions) * emotion granularity * emotion regulation * affective embodiment * evolutionary and developmental affect * emotion–cognition interactions These areas are relevant not just to human affect, but may also apply to data animals and artificial agents. 2. Affective Data and Resources Work on compiling and annotating affect-related information in text, speech, facial and bodily expression, and physiological signals (ECG, EEG, GSR, multimodal biosensing), with a focus on text data (monolingual or multilingual) and multimodal data suitable for an NLP venue. Data from underserved languages is especially encouraged. 3. Emotion Recognition, Prediction, and Inference At the instance level: * emotion classification (discrete emotions, dimensional ratings) * emotion intensity estimation * emotion cause detection * context-aware affect inference (culture, situation, social setting) * structured emotion analysis At the aggregate level: * creating emotion arcs * determining broad trends in emotions over time or across locations * tracking emotional responses toward entities of interest (e.g., climate change) * document-level and cross-document emotion analysis * labeling social networks 4. Applications Including but not limited to: * Affect and health, psychopathology, and mental disorders * Affect and behavior/social science (e.g., interpersonal affect, empathy, group-level affect, affect contagion, computational emotion regulation) * Affect and education * Affect and literature/narratives/digital humanities * Affect and commerce 5. Explainability and Interpretability in Computational Affective Models Work aimed at improving the transparency and interpretability of affective systems. This includes understanding how models represent and infer emotions and identifying key cues driving predictions. 6. Ethics, Fairness, Theory Integration, Philosophical Implications * Bias and generalizability of affective systems across demographics * Privacy and ethics in affective data collection * Examining whether automatic NLP systems rely on current and valid theories of affect and emotion * The implications of machines modeling or simulating affect * Societal considerations surrounding affective artificial agents ------------------------------------------------------------------------ Important Dates (tentative): ·Submission deadline:16 Feb 2026 ·Notification of acceptance: 16 March 2026 ·Camera Ready Paper due: 23 March 2026 ·Workshop date: 16 May 2026 Submission Details: We invite submissions for archival long and short papers, as well as non-archival extended abstracts. Archival long and short papers should feature novel and unpublished work relating to the topics detailed above. We also invite submissions of extended abstractsfrom researchers in the broader Affective Science community, with up to two pages of content featuring the research background/hypotheses and a description of methods/results. Extended abstracts are non-archival, offering the option for publication and presentation at other conference venues. Archival Track: ·Long Paper: Consists of up to 8 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. ·Short Paper: Consists of up to 4 pages of content, with additional pages for references, limitations, ethical considerations, and appendices. (When preparing camera ready papers, you will be allowed one extra page to address comments by the reviewers.) Non-Archival Track: ·Extended Abstract: Up to 2 pages. Submission Format: All submissions must use the LREC 2026 template and follow the guidelines found at:https://lrec2026.info/authors-kit/ <https://lrec2026.info/authors-kit/>(Note: extended abstracts can be limited to being 1-2 pages in length). Mandatory Ethics Section:We ask all authors to include a section on Ethical Considerations in their submission, touching on the ethical concerns and broader societal impacts of the work. This discussion section will not count towards the page limit. Submission Site: All submissions must be made through the SoftConf portal. The link to the system will be shared shortly. Additional Details: Website: https://casworkshop.github.io/ <https://casworkshop.github.io/> Attendance: The workshop will follow the attendance policy of the main conference (https://lrec2026.info/registration-policy/ ). Organizers: * Christopher Bagdon, University of Bamberg, Germany * Krishnapriya Vishnubhotla, National Research Council Canada * Kristen A. Lindquist, The Ohio State University, USA * Lyle Ungar, University of Pennsylvania, USA * Roman Klinger, University of Bamberg, Germany * Saif M. Mohammad, National Research Council Canada Contact us at cas-workshop(a)googlegroups.com with any questions.

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Pre-reviewed (ARR) DEADLINE EXTENSION: HEALING Workshop on Health-Related Discourse and Language (EACL 2026)
by murathan.kurfali＠ri.se 08 Jan '26

08 Jan '26

The First International Workshop on Linguistic Analysis for Health (HeaLing’26) We are excited to announce the First Workshop on Linguistic Analysis for Health (HeaLing), co-located with EACL 2026, to be held in Rabat, Morocco, on March 24–29, 2026. 📌 Important Links Workshop Website: https://healing-workshop.github.io Contact: healing-workshop(a)googlegroups.com CFP & Submissions (OpenReview): https://openreview.net/group?id=eacl.org/EACL/2026/Workshop/HeaLing 🗓️ Key Dates (AoE) Tentative Timeline Event Date Direct submission deadline December 19, 2025 (**passed**) Pre-reviewed (ARR) submission deadline January **10**, 2026 Notification of acceptance January 23, 2026 Camera-ready paper due February 3, 2026 Workshop date March 28 (afternoon session) 🧠 Workshop Scope Language-oriented approaches—such as discourse and conversation analysis, narrative medicine, and linguistic ethnography—have long been central to qualitative investigations of how medical knowledge is produced, communicated, and experienced. Today, advances in natural language processing (NLP) and artificial intelligence (AI) offer new possibilities for extending and scaling linguistic approaches across large health-related datasets. The HeaLing workshop invites contributions that integrate qualitative and computational methods to examine how language informs and transforms medicine as a social and scientific practice. A central focus of the workshop is the practical value of interpretive insights derived from language analysis. We welcome researchers from medical humanities, social and historical studies of medicine, and computational language sciences. The workshop will be held as a half-day event at EACL 2026. 🧩 Topics of Interest (include but are not limited to) - Computational + qualitative discourse analysis of clinical, scientific, policy, and other health-related texts (media, guidelines, patient narratives, clinical notes). - Metaphor and framing in illness narratives, public health messaging, and clinical communication. - Narrative medicine, story-centered clinical interventions, and evaluation of their effects. - Historical and contemporary discourse studies of medical epistemologies (how concepts, categories, and expertise are constructed). - Language, power, and inequality: how linguistic framing shapes access, stigma, and policy for marginalized populations. - Methods for responsible use of NLP/LLMs in medical language research (bias, explainability, mixed-methods validation). - Digital humanities approaches: building and interrogating historical corpora, archives, and born-digital records. - Translational impact: case studies showing how interpretive linguistic insights led to concrete changes in practice, education, or policy. 📝 Submission Format and Reviewing Procedure We accept original and unpublished research contributions (including surveys, position, and theory papers) following the ACL format. The ACL Paper Styles are available here: https://github.com/acl-org/acl-style-files (both LaTeX and Word). Long papers: up to 8 pages (+ references) Short papers: up to 4 pages (+ references) Camera-ready versions will be given one additional page to address reviewers’ comments. Papers must be submitted anonymously. We accept submissions either through our own submission page or via the ACL Rolling Review (ARR). All submissions will undergo double-blind peer review by at least three reviewers, with final acceptance decisions made by the workshop organizers. Accepted papers will be published in the workshop proceedings and presented orally or as posters. 👥 Organizing Committee Ylva Söderfeldt, Uppsala University, Sweden Vera Danilova, Uppsala University, Sweden Julia Reed, University of Vienna, Austria Murathan Kurfalı, RISE Research Institutes of Sweden, Sweden Gavin Farrell, University of Padua, Italy

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Second Call for Nominations – The Keith van Rijsbergen (KvR) Award 2026
by Yifei Yuan 08 Jan '26

08 Jan '26

The KvR Award honours outstanding researchers who have advanced the theoretical foundations of Information Retrieval — those whose work has shaped new models, paradigms, or metrics that deepen our understanding of IR. The award was first presented at ECIR 2024 to Prof. Maarten de Rijke (University of Amsterdam). The second KvR Award will be awarded at ECIR 2026 in Delft! 🔹 Eligibility: active IR researchers with ≥10 years since PhD 🔹 Deadline for nominations: 15 January 2026 🔹 Submit nominations via the form provided below Read more about the award, nomination process, and find the form to submit your nominations here: https://lnkd.in/emecdsXm, https://ecir2026.eu/calls/keith-van-rijsbergen-award

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2nd CFP: Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026
by Paul Thompson 08 Jan '26

08 Jan '26

Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 https://bionlp.nlm.nih.gov/cl4health2026/ LREC 2026 Palma, Mallorca (Spain) SCOPE CL4Health fills the gap among the different biomedical language processing workshops by providing a general venue for a broad spectrum of patient-oriented language processing research. The third workshop on patient-oriented language processing follows the successful CL4Health workshops (co-located with LREC-COLING 2024 and NAACL 2025), which clearly demonstrated the need for a computational linguistics venue focused on language related to public health. CL4Health is concerned with the resources, computational approaches, and behavioral and socio-economic aspects of the public interactions with digital resources in search of health-related information that satisfies their information needs and guides their actions. The workshop invites papers concerning all areas of language processing focused on patients' health and health-related issues concerning the public. The issues include, but are not limited to, accessibility and trustworthiness of health information provided to the public; explainable and evidence-supported answers to consumer-health questions; accurate summarization of patients' health records at their health literacy level; understanding patients' non-informational needs through their language, and accurate and accessible interpretations of biomedical research. The topics of interest for the workshop include, but are not limited to the following: * Health-related information needs and online behaviors of the public; * Quality assurance and ethics considerations in language technologies and approaches applied to text and other modalities for public consumption; * Summarization of data from electronic health records for patients; * Detection of misinformation in consumer health-related resources and mitigation of potential harms; * Consumer health question answering (Community Question Answering)(CQA); * Biomedical text simplification/adaptation; * Dialogue systems to support patients' interactions with clinicians, healthcare systems, and online resources; * Linguistic resources, data, and tools for language technologies focusing on consumer health; * Infrastructures and pre-trained language models for consumer health; IMPORTANT DATES (Tentative) February 18, 2026 -Workshop Paper Due Date️ March 13, 2026 - Notification of acceptance March 20, 2026 - Camera-ready papers due April 10, 2026 - Pre-recorded video due (hard deadline) May 12, 2026 - Workshop SHARED TASKS Detecting Dosing Errors from Clinical Trials (CT-DEB'26). Clinical Trials Dosing Errors Benchmark 2026 is a challenge to predict medication errors in clinical trials using Machine Learning. The Clinical Trials Dosing Errors Benchmark 2026 (CT-DEB'26) is dedicated to automated detection of the risks of medication dosing errors within clinical trial protocols. Leveraging a curated dataset of over 29K trial records derived from the ClinicalTrials.gov<http://clinicaltrials.gov/> registry, participants are challenged to predict the risk probabilities of protocols likely to manifest dosing errors. The dataset consists of various fields with numerical, categorical, as well as textual data types. Once the shared task is concluded and the leaderboard is published, the participants are invited to submit a paper to the CL4Health workshop. Website: https://www.codabench.org/competitions/11891/ Automatic Case Report Form (CRF) Filling from Clinical Notes. Case Report Forms (CRFs) are standardized instruments in medical research used to collect patient data in a consistent and reliable way. They consist of a predefined list of items to be filled with patient information. Each item aims to collect a portion of information relevant for a specific clinical goal (e.g., allergies, chronicity of disease, tests results). Automating CRF filling from clinical notes would accelerate clinical research, reduce manual burden on healthcare professionals, and create structured representations that can be directly leveraged to produce accessible, patient- and practitioners-friendly summaries. Even though the healthcare community has been utilizing CRFs as a basic tool in the day-to-day clinical practice, publicly available CRF datasets are scarce, limiting the development of robust NLP systems for this task. We present this Shared Task on CRF-filling aiming to enhance research on systems that can be applied in real clinical settings. Website: https://sites.google.com/fbk.eu/crf/ ArchEHR-QA 2026: Grounded Question Answering from Electronic Health Records. The ArchEHR-QA (“Archer”) shared task focuses on answering patients’ health-related questions using their own electronic health records (EHRs). While prior work has explored general health question answering, far less attention has been paid to leveraging patient-specific records and to grounding model outputs in explicit clinical evidence, i.e., linking answers to specific supporting content in the clinical notes. The shared task dataset consists of patient-authored questions, corresponding clinician-interpreted counterparts, clinical note excerpts with sentence-level relevance annotations, and reference clinician-authored answers grounded in the notes. ArchEHR-QA targets the problem of producing answers to patient questions that are supported by and explicitly linked to the underlying clinical notes. This second iteration builds on the 2025 challenge (which was co-located with the ACL 2025 BioNLP Workshop) by expanding the dataset and introducing four complementary subtasks spanning question interpretation, clinical evidence identification, answer generation, and answer–evidence alignment. Teams may participate in any subset of subtasks and will be invited to submit system description papers detailing their approaches and results. Website: https://archehr-qa.github.io/ FoodBench-QA 2026: Grounded Food & Nutrition Question Answering. FoodBench-QA 2026 is a shared task challenging systems to answer food and nutrition questions using evidence from nutrient databases and food ontologies.The dataset includes realistic dietary queries, ingredient and their quantities lists, and recipe descriptions, requiring models to perform nutrient estimation, FSA traffic-light prediction, and food entity recognition/linking across three food semantic models. Participants must generate accurate, evidence-based answers across these subtasks (or at least one of it). After the shared task concludes and the leaderboard is released, participants will be invited to submit their work to the Shared Tasks track of the CL4Health workshop at LREC 2026. Website: https://www.codabench.org/competitions/12112/ SUBMISSIONS Two types of submissions are invited: - Full papers: should not exceed eight (8) pages of text, plus unlimited references. These are intended to be reports of original research. - Short papers: may consist of up to four (4) pages of content, plus unlimited references. Appropriate short paper topics include preliminary results, application notes, descriptions of work in progress, etc. Electronic Submission: Submissions must be electronic and in PDF format, using the Softconf START conference management system. Submissions need to be anonymous. Papers should follow LREC 2026 formatting. LREC provides style files for LaTeX and Microsoft Word at https://lrec2026.info/authors-kit/. Submission site: https://softconf.com/lrec2026/CL4Health/ Dual submission policy: papers may NOT be submitted to the workshop if they are or will be concurrently submitted to another meeting or publication. Share your LRs: When submitting a paper from the START page, authors will be asked to provide essential information about resources (in a broad sense, i.e. also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). MEETING The workshop will be hybrid. Virtual attendees must be registered for the workshop to access the online environment. Accepted papers will be presented as posters or oral presentations based on the reviewers’ recommendations. ORGANIZERS - Deepak Gupta, US National Library of Medicine - Paul Thompson, National Centre for Text Mining and University of Manchester, UK - Dina Demner-Fushman, US National Library of Medicine - Sophia Ananiadou, National Centre for Text Mining and University of Manchester, UK -- Paul Thompson Research Fellow Department of Computer Science National Centre for Text Mining Manchester Institute of Biotechnology University of Manchester 131 Princess Street Manchester M1 7DN UK http://personalpages.manchester.ac.uk/staff/Paul.Thompson/

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DEADLINE EXTENSION: Learner Corpus Research Conference 2026 (LCR 2026, Prague) – 3rd CfP
by tomas.graf＠ff.cuni.cz 08 Jan '26

08 Jan '26

Learner Corpus Research Conference 2026 – LCR 2026 The 8th Learner Corpus Research Conference to be held in Prague 16–19 September, 2026 First Call for Papers opens on 16 November 2025 Organizers: Tomáš Gráf, Barbora Bulantová, Kryštof Buchal, Alexandr Rosen, Radek Skarnitzl, Lanfen Huang, Kristián Centek, Daniela Marková Conference site: https://lcr2026.ff.cuni.cz Key dates: Submission deadline (extended): 31 January 2026 Notification of acceptance: 8–10 April 2026 Conference dates: 17–19 September 2026 Pre-conference workshops and PhD programme: 16 September 2026 The Learner Corpus Research Conference 2026 (LCR 2026) will be held in the beautiful and historically rich city of Prague on 16–19 September 2026. Organized biennially under the auspices of the Learner Corpus Association, the upcoming conference is hosted by the Department of Linguistics at the Faculty of Arts, Charles University. The event is co-organized by two of its constituent units: the Department of English Language and ELT Methodology and the Czech National Corpus. The conference, titled Forging the Future of Learner Corpus Research, reflects a dual awareness: of the field’s substantial legacy and of the pressing need to embrace emerging technological and methodological innovations. It also highlights the importance of identifying new directions and developing fresh perspectives in learner corpus studies. The conference theme resonates with the extensive experience and pioneering contributions of the Czech National Corpus, which has been shaping standards in corpus linguistics for over three decades. Moreover, the Faculty of Arts and its linguistics departments are deeply rooted in the tradition of the Prague Linguistic Circle, and they previously hosted the 38th ICAME conference in 2017. We warmly encourage all participants to contribute actively to discussions and to share their insights. We aim to foster a collegial and collaborative environment conducive to the advancement of learner corpus research. We look forward to welcoming you to Prague for a stimulating and inspiring gathering of researchers in the field. Call description We welcome all contributions related to learner corpus research and strongly encourage authors to explore new directions, challenge existing paradigms, or apply innovative approaches to learner corpus data. Areas of interest include, but are not limited to: Language for Academic and Specific Purposes Language Teaching, Assessment, and Testing Learner Corpus-Based SLA Studies Corpora as Pedagogical Resources Multimodal Learner Corpora Software Tools for Learner Corpus Analysis Corpus-Based Translation Studies English as a Medium of Instruction (EMI) English as a Lingua Franca (ELF) Data Mining and Exploratory Methods Statistical and Quantitative Approaches Discourse Analysis and Pragmatics NLP Applications in Learner Corpus Research Complexity, Accuracy, and Fluency (CAF) Measures Presentation formats We invite submissions for the following formats: Full paper (20 minutes + 10 minutes discussion) Work in progress (WIP) report (10 minutes + 5 minutes discussion) Corpus/Software demonstration Poster presentation Insight session (Insight sessions are intended primarily for PhD students and/or early-career researchers. The format allows for a 10-minute presentation followed by a 10-minute expert feedback follow-up. ) The WIP reports and posters are intended to present research still at a preliminary stage and on which researchers would like to get feedback. The language of the conference is English. Abstract submission We invite submissions of abstracts in the range of 500 words (excluding references) for presentations in one of the categories listed above. Please indicate the category of your submission (Full paper / WiP Report / Corpus / software demonstration / Poster presentation) at the beginning of your abstract. Abstracts should include: A clearly articulated research question and an explanation of its relevance to learner corpus research A brief overview of the research approach, data, and methods used A summary of the main results and their interpretation. Please do not include author names or institutional affiliations in the submitted abstract. Submissions must be made via OpenReview (registration necessary). https://openreview.net/group?id=learnercorpusassociation.org/LCR/2026/Confer... The working language of the conference is English. For co-authored submissions, one author should register and upload the abstract, but each co-author must register individually for the conference.

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CFP for the DHOW-MiLLA: Joint Workshop on Diffusion of Harmful Content on Online Web and Countering Misinformation in the Age of LLMs and Agents
by Thomas Mandl 07 Jan '26

07 Jan '26

CFP for the DHOW-MiLLA: Joint Workshop on Diffusion of Harmful Content on Online Web and Countering Misinformation in the Age of LLMs and Agents Submission deadline: January 10, 2026 AOE Workshop website: https://dhow-workshop.github.io/2026/ <https://dhow-workshop.github.io/2026> Co-located with WWW 2026 <https://www2026.thewebconf.org/> Dubai, UAE, April 13-14, 2026 Workshop Description With the advancement of digital technologies and gadgets, online content is easily accessible. At the same time, harmful content also spreads. There are different harmful content available on different platforms in multiple languages. The topic of harmful content is broad and covers multiple research directions. But from the user’s perspective, they are affected by them all. Often, it is studied individually, like misinformation and hate speech. Research has been done on one platform, monolingual, on a particular issue. It leads to harmful content spreaders switching platforms and languages to reach the user base. Harmful is not limited to social media but also news media. Spreader shares harmful content in posts, news articles, comments, and hyperlinks. So, there is a need to study harmful content by combining cross-platform, language, multimodal data and topics. We will bring the research on harmful content under one umbrella so that research on different topics (hate speech, misinformation, disinformation, self-harm, offensive content, etc.) can bring some novel methods and recommendations for users, leveraging text analysis with image, audio, and video recognition to detect harmful content in diverse formats. The workshop will cover the ongoing issue of war or elections in 2025. We believe this workshop will provide a unique opportunity for researchers and practitioners to exchange ideas, share the latest developments, and collaborate on addressing the challenges associated with harmful content spread across the Web. We expect that the workshop will generate insights and discussions that will help advance the field of societal artificial intelligence (AI) for the development of a safer internet. In addition to attracting high-quality research contributions to the workshop, one of the aims of the workshop is to mobilise the researchers working on the related areas to form a community. Submissions Topics * Studying different types of harmful content * Improving Factual Reliability in LLMs * Computational fact-checking & Misinformation * Detection Role of Generative AI in Mitigating Harmful Content Harassment, Bullying, and Hate Speech Detection Explainable AI for Harmful Content Analysis * Agentic AI Systems and Misinformation * Detection methods for LLM/VLM-generated text, audio, and imagery * Deepfake and Synthetic Media * Ethical & Societal Implications of AI in Content Moderation * Both Qualitative and Quantitative studies on harmful content * Psychological effects of harmful content like mental health * Approaches for data collection or data annotation using multimodal large models on harmful content * User study on the effects of harmful content on human beings * Human-AI Collaboration and Defenses Submissions - Submission Instructions: https://dhow-workshop.github.io/2026/#call <https://dhow-workshop.github.io/2026/#call> - Submission Link: https://openreview.net/group?id=ACM.org/TheWebConf/2026/Workshop/DHOW-MiLLA <https://openreview.net/group?id=ACM.org/TheWebConf/2026/Workshop/DHOW-MiLLA> Important Dates Submission deadline: extended to January 7, 2026 Notification of acceptance: January 26, 2026 Camera-ready papers due: February 2, 2026 Workshop date: April 13-14, 2026 Workshop organizers * Thomas Mandl, University of Hildesheim, Germany * Haiming Liu, University of Southampton, UK * Gautam Kishore Shahi, University of Duisburg-Essen, Germany * Amit Kumar Jaiswal, Indian Institute of Technology (BHU) Varanasi, India * Durgesh Nandini, University of Bayreuth, Germany * Luis-Daniel Ibáñez, University of Southampton, UK * Junichi Suga, Fujitsu Research, Japan * Dai Yamamoto, Fujitsu Research, Japan * Rahul Mishra, Fujitsu Research, India * Rajakrishnan P Rajkumar, IIIT Hyderabad, India * Sagar Uprety, University College London, UK * Bornali Phukon, University of Illinois Urbana Champaign, USA * Sujit Kumar, Nanyang Technological University, Singapore

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2nd CFP: Convergence 2026: Human-AI Integration for Multilingual and Accessible Communication
by Constantin Orasan 07 Jan '26

07 Jan '26

Convergence 2026: Human-AI Integration for Multilingual and Accessible Communication Guildford, UK, 17 - 19 June 2026 Second call for papers https://www.surrey.ac.uk/centre-translation-studies/convergence-2026 The conference Building on the success of the first Convergence conference<https://www.surrey.ac.uk/centre-translation-studies/convergence-2023> in 2023, which explored the responsible and intelligent integration of human and machine capabilities in translation and interpreting, the Centre for Translation Studies at University of Surrey, UK, is proud to announce Convergence 2026: Human-AI Integration for Multilingual and Accessible Communication. The second edition of the Convergence conference will create an opportunity to bring together innovative research on the evolving landscape of AI in the context of multilingual and accessible communication, reflecting on the complexity and effects of using AI-driven technologies in these fields. The conference will foster a multidisciplinary dialogue that will generate new theoretical perspectives and practical research, focusing on themes such as the ethical aspects of AI in translation and interpreting, AI-enabled digital accessibility and societal inclusion, and the impact of Generative AI on language mediation. We will also examine the evolving role of language professionals, the power of Large Language Models (LLMs) in supporting multilingual communication, and the crucial need for responsible use of language AI in the public sector. The conference will publish full papers in open access proceedings with assigned ISBN and DOI. The conference will be preceded by a Summer school on Artificial Intelligence for Accessible Communication between 15th and 17th June 2026. More details about the summer school will be added to the website soon. Conference themes Theme 1: Ethical aspects of AI in translation and interpreting Theme 2: AI-enabled digital accessibility and societal inclusion Theme 3: Which creative turn? Language mediation in the era of GenAI Theme 4: The evolving role of language professionals in the era of AI Theme 5: LLMs supporting multilingual communication Theme 6: Responsible use of language AI in the public sector Full description of the themes is available on the conference website: https://www.surrey.ac.uk/centre-translation-studies/convergence-2026#themes Submissions and publications Convergence 2026 invites the following types of submissions on one of the conference themes: * Long papers - describing original completed research. Allowed paper length: maximum 8 pages + unlimited number of pages for references and appendices * Short papers - describing work in progress. Allowed paper length: maximum 4 pages + unlimited number of pages for references and appendices The conference aims to be a platform for in-depth discussion of prevalent themes while also offering contributors the opportunity for swift publication of their work. The event will provide the wide community of Translation and Interpreting Studies and the disciplines it intersects with, a space for networking, collective brainstorming and looking into the future of communication, all sustained by a robust set of papers published in the conference proceedings. Both long and short papers can be associated with rigorous empirical work or conceptual approaches to the themes of the conference. PhD students are also invited to submit papers regardless of the stage of their PhD journey. If accepted, their papers may be selected to any of the sessions of the conference, including a dynamic poster session, in which students may receive feedback and consider new developments for their work. Each submission will be reviewed by three members of the Programme Committee. The conference will not consider and evaluate abstracts only. Full details about paper submission are available on the conference website at https://www.surrey.ac.uk/centre-translation-studies/convergence-2026#submis… Invited speakers * Horacio Saggion<https://www.upf.edu/web/horacio-saggion>, Chair in Computer Science and Artificial Intelligence and Head of the TALN Group and Large Scale Text Understanding Systems Lab at the Department of Information and Communication Technologies, Universitat Pompeu Fabra. * John Anthony O'Shea<https://www.linkedin.com/in/johnanthonyoshea/>, LL.B, LL.M, Founder of Jurtrans, Chairperson of FIT-Europe, member of EU's Language Industry Expert Group Important dates * 23rd Feb 2026: Registration of intention to submit a paper (optional) * 2nd March 2026: Submissions of full papers * 6th April 2026: Notification of acceptance * 22nd May 2026: Camera ready papers for the draft proceedings * 15th - 17th June 2026: Summer school on Artificial Intelligence for Accessible Communication * 17th - 19th June 2026: The Convergence conference * 1st Sept 2026: Camera ready papers for final proceedings Venue The conference will take place in Guildford at University of Surrey. If you have any questions do not hesitate to contact us on cts_inquiries(a)surrey.ac.uk<mailto:cts_enquiries@surrey.ac.uk> Conference organisers Conference chair: Prof Sabine Braun<https://www.surrey.ac.uk/people/sabine-braun> Programme chairs: Prof Constantin Orasan<https://www.surrey.ac.uk/people/constantin-orasan> and Dr Diana Singureanu<https://www.surrey.ac.uk/people/diana-singureanu> Proceedings chairs: Dr Felix do Carmo<https://www.surrey.ac.uk/people/felix-do-carmo> and Prof Constantin Orasan<https://www.surrey.ac.uk/people/constantin-orasan> Summer school chairs: Dr Elena Davitti<https://www.surrey.ac.uk/people/elena-davitti> and Prof Sabine Braun<https://www.surrey.ac.uk/people/sabine-braun> Sponsorship chairs: Sara Palmer<https://www.surrey.ac.uk/people/sara-palmer> and Aimee Savage<https://www.surrey.ac.uk/people/aimee-savage> Local organisers: Aimee Savage<https://www.surrey.ac.uk/people/aimee-savage> and Dr Yuan Zou<https://www.surrey.ac.uk/people/yuan-zou> --- Prof Constantin Orăsan Professor of Language and Translation Technologies Centre for Translation Studies<https://www.surrey.ac.uk/centre-translation-studies>, University of Surrey, UK Personal page: https://www.surrey.ac.uk/people/constantin-orasan

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LREC 2026 Workshops and Tutorials Schedule now available
by info＠elda.org 07 Jan '26

07 Jan '26

[Apologies for multiple postings] LREC 2026 will feature a series of *workshops and tutorials* covering a wide range of topics in Language Resources and Evaluation. Workshops and Tutorials will be held on the *pre- and post-conference days*: * *11–12 May 2026*(pre-conference) * *16 May 2026*(post-conference) Paper submission is *open* for authors who wish to contribute to workshops. Most workshops already issued a CfP and/or published their dedicated website. Check the full schedule: https://lrec2026.info/workshops-and-tutorials/schedule/ Contact: info(a)elda.org

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CfP LANLP: Bridging Ibero and Latin American NLP communities ; Co-located Networking Symposium @ LREC 2026
by GAMALLO OTERO PABLO 07 Jan '26

07 Jan '26

First Call for Papers LANLP: Bridging Ibero and Latin American NLP communities 16 May 2026, Palma de Mallorca, Spain http:<http://lanlp>https://sites.google.com/view/lanlp2026/home Co-located Networking Symposium @ LREC 2026 https://lrec2026.info/ Description and Goals We organise a Networking Symposium on Latin American NLP (LANLP), focusing on natural language processing for the diverse languages of the Iberian Peninsula and Latin America. This region includes major world languages (e.g. Spanish (~558M speakers), Portuguese (~267M) as well as regional and indigenous languages. For example, Latin America alone hosts tens of millions of speakers of Quechua (~10M), Guaraní (>6M), Nahuatl (~2M), Aymara (~2M), among many others. Such languages are highly under‐resourced: over 88% of the world’s languages remain largely unsupported by language technologies. This networking event addresses that gap by promoting collaboration on ethically and culturally sensitive resource creation, evaluation, and novel methods for low-resource multilingual NLP in Iberian and Latin American languages and varieties. Our goal is to bring together communities (SEPLN<http://www.sepln.org/>, CLARIAH-ES<https://www.clariah.es/>, PROPOR<https://propor2024.citius.gal/>, AmericasNLP<https://turing.iimas.unam.mx/americasnlp/index.html>, and SomosNLP<https://somosnlp.org/>) to share cutting-edge research, language resources, and best practices. LANLP focuses on community-driven resource development and evaluation for Iberian languages, and diverse Latin American languages (including indigenous and minority languages). We aim to bridge regional communities: for instance, past forums like OpenCor note that “Latin American and Iberian communities... did not have an established event” to share initiatives, corpora and tools. LANLP fills this gap, fostering new contacts between Iberian and Latin American NLP research groups. The goals are to (1) highlight challenges in processing these languages, (2) share novel datasets and models, and (3) catalyze future collaborations and shared tasks. We emphasize both academic rigor and community inclusivity, encouraging contributions from established researchers and grassroots language advocates alike. Topics of Interest We invite submissions on topics including (but not limited to): * Language resource creation: Corpora, lexicons, and annotations for Iberian and Latin American languages (text, speech, multimodal). * LLMs opportunities and challenges: Small Language Models, synthetic data, mitigating biases, linguistic inequalities, data scarcity, language domination. * Multilingual transfer & modeling: Cross-lingual and multilingual representations, transfer learning, and embedding methods that bridge Spanish, Portuguese, varieties and minority languages. * Machine translation & generation: MT, summarization, and language generation for Spanish, Portuguese, and low-resource languages (e.g., Quechua, Aymara, Nahuatl). * Speech and audio processing: ASR, TTS, and spoken language resources for under-resourced languages and regional dialects (e.g. indigenous languages, Brazilian Portuguese, Latin American Spanish). * Dialectal and code-switching NLP: Identification and handling of dialectal variation and code-switching (e.g. Spanish–Portuguese code-mixing, Spanish–indigenous language contact). * Morphology and syntax: Analysis and tagging for morphologically rich or under-documented languages (e.g. Basque, Mapudungun, Bribri) using universal dependencies or other frameworks. * Domain-specific NLP: Social media, sentiment, hate-speech detection, and other tasks in Iberian and Latin American language contexts (e.g. Latin American social media analysis). * Digital humanities & cultural heritage: NLP for historical texts, literature, and cultural content in Spanish, Portuguese, and regional languages. * Community-driven methods: Crowdsourcing, citizen science, and participatory approaches for data collection and annotation in these languages. * Evaluation and benchmarks: Development of evaluation metrics and benchmarks tailored to low-resource Iberian/Latin languages. * Ethical and social issues: Fairness, bias, and indigenous language rights in NLP; collaboration with native speaker communities; data governance and sustainability of resources. Important dates * February 18, 2026: Paper submission deadline * March 20, 2026 Notification of acceptance * March 30, 2026: Camera-ready deadline * May 16, 2026: Networking Symposium Date Submission Instructions We invite non anonymous submissions in English, Spanish or Portuguese on the topics of interest between 4 and 8 pages of content. The page limit of 8 pages does not include acknowledgements, references, potential Ethics Statements and discussion on Limitations in line with the policy of the main LREC conference. All submissions must follow the LREC stylesheet (https://lrec2026.info/authors-kit/). Any submissions which are over-length, poorly formatted or make excessive use of appendices to circumvent page limits are liable to desk-rejection. At the time of submission, authors are offered the opportunity to share related language resources with the community. All repository entries are linked to the LRE Map (https://lremap.elra.info/), which provides metadata for the resource. Organizing Committee * Luis Chiruzzo Inco (AmericasNLP, luischir(a)fing.edu.uy<mailto:luischir@fing.edu.uy>) * Pablo Gamallo (PROPOR, CiTIUS, pablo.gamallo(a)usc.gal<mailto:pablo.gamallo@usc.gal>) * María Grandury (SomosNLP, EPFL, mariagrandury(a)gmail.com<mailto:mariagrandury@gmail.com>) * Rafael Muñoz Guillena (SEPLN, CENID, UA, rafael(a)dlsi.ua.es<mailto:rafael@dlsi.ua.es>) * German Rigau Claramunt (CLARIAH-ES. HiTZ Center, EHU, german.rigau(a)ehu.eus<mailto:german.rigau@ehu.eus>)

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LREC 2026 invites presentation proposals for its signature Industry Day
by info＠elda.org 07 Jan '26

07 Jan '26

[Apologies for multiple postings] Call for Industry Day @ LREC 2026 LREC 2026 invites presentation proposals for its signature Industry Day. The Industry Day will take place on 14th May, 2026 in Palma, Mallorca (Spain). The objective of the Industry Day is to: * provide a unique forum for researchers, industry players, and funding agencies from across a wide spectrum of areas to discuss challenges, achievements and synergies, * bridge the gap between academic research and real-world industry practices, including resource development and evaluation methodologies, * provide a networking platform for conference participants, experts, and professionals to foster international collaborations, * connect researchers and industry leaders in order to identify employment or internship opportunities. The events of the day will include: * presentations by industry participants on their applications and innovation in the field of AI, NLP, and Speech processing, * a panel session where participants will gain insights on both challenges and initiatives that relate to today’s AI advancements, * a networking lunch with a student poster session. Topics of interest include: Language Resource Development Methods and tools for mono- and multi-lingual language resource development and annotation Knowledge discovery/representation (knowledge graphs, linked data, terminologies, lexicons, ontologies, etc.) Resource development for less-resourced/endangered languages Guidelines, standards, best practices, and models for interoperability Language Resource Use Use of language resources in systems and applications for any area of language and speech processing Use of language resources in assistive technologies, support for accessibility Efficient/low-resource methods for language and speech processing Evaluation Methodologies and protocols for evaluation and benchmarking of language technologies Measures for validation of language resources and quality assurance Usability of user interfaces and dialogue systems Bias, safety, and user satisfaction metrics Interpretability/explainability of language models and language and speech processing tools Language Resources and Large Language Models Language resource development for LLMs (monolingual, multilingual, multimodal) (Semi-)automatic generation of training data Training, fine-tuning, adaptation, alignment, and representation learning Guardrails, filters, and modules for generative AI models Policy and Organizational Considerations International and national activities, projects, initiatives, and policies Language coverage and diversity Replicability and reproducibility Organisational, economic, ethical, climate, and legal issues Proposal Format Only an abstract submission is required for a presentation proposal (not a full paper) and it will not be included in the conference proceedings or ACL Anthology. We also welcome abstracts based on previously published work, or papers submitted to LREC’s main conference or workshops. Please submit your abstract proposal via the following form https://forms.gle/CQTBLcMxuL1cjmUf7 <https://forms.gle/CQTBLcMxuL1cjmUf7> Applications require an abstract of 150-200 words along with a short bio. Submission Deadline: February 16, 2024 Notification of acceptance: March 13, 2024 For more information, please send an email to lrec2026-industry-track-chairs(a)googlegroups.com referring to LREC 2026 Industry Day in the subject line. Industry Chairs Natalie Schluter, Apple and IT University of Copenhagen Teresa Lynn, Mohamed bin Zayed University of Artificial Intelligence

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Edge Hill Corpus Research Group: Meeting #19
by Costas Gabrielatos 07 Jan '26

07 Jan '26

The next meeting of the Edge Hill Corpus Research Group will take place online (via MS Teams) on Friday 6 February 2026, 2:00-3:30 pm (GMT<https://time.is/United_Kingdom>). Topic: Discourse Oriented Corpus Studies Speaker: Dan Malone<https://www.researchgate.net/profile/Daniel-Malone> (Edge Hill University, UK) Title: From Global Uncertainty to Domestic Danger: The lone wolf terrorist as a topos of threat in (poly)crisis discourses The abstract and registration link are here: https://sites.edgehill.ac.uk/crg/next Attendance is free. Registration closes on Wednesday 4 February. If you have problems registering, or have any questions, please email the organiser, Costas Gabrielatos (gabrielc(a)edgehill.ac.uk<mailto:gabrielc@edgehill.ac.uk>). ________________________________ Edge Hill University<http://ehu.ac.uk/home/emailfooter> Modern University of the Year, The Times and Sunday Times Good University Guide 2022<http://ehu.ac.uk/tef/emailfooter> University of the Year, Educate North 2021/21 ________________________________ This message is private and confidential. If you have received this message in error, please notify the sender and remove it from your system. Any views or opinions presented are solely those of the author and do not necessarily represent those of Edge Hill or associated companies. Edge Hill University may monitor email traffic data and also the content of email for the purposes of security and business communications during staff absence.<http://ehu.ac.uk/itspolicies/emailfooter>

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Final Call: WebSci'26 Workshops & Tutorials (Jan 9) + Additional Upcoming Deadlines
by Kaiser, Sierra Ann 07 Jan '26

07 Jan '26

Dear colleagues, This is a final reminder that the submission deadline for Workshops and Tutorials at the 18th ACM Web Science Conference 2026<https://websci26.org/> (WebSci’26) is January 9, 2026. WebSci’26 will take place May 26–29, 2026, in Braunschweig, Germany, celebrating the theme “20 Years of Web Science.” Workshops and tutorials will be held on May 26, 2026, the first day of the conference. We invite interdisciplinary workshop and tutorial proposals addressing any topic relevant to the Web Science community, including (but not limited to) the Web and AI, society, methods, ethics, sustainability, misinformation, and emerging research areas. Workshops & Tutorials – Details<https://websci26.org/?page_id=79> * Proposal submission deadline: January 9, 2026 * Notification of acceptance: January 15, 2026 * Workshops & Tutorials Day: May 26, 2026 For questions regarding workshops and tutorials, please contact the chairs: * Eelco Herder (e.herder(a)uu.nl<mailto:e.herder@uu.nl>) * Lydia Manikonda (manikl(a)rpi.edu<mailto:manikl@rpi.edu>) In addition, the following submission options remain open: WebSci Posters - Details<https://websci26.org/?page_id=513> * Submission deadline: February 18, 2026 * Notification: March 11, 2026 * Final version due: April 1, 2026 WebSci PhD Symposium - Details<https://websci26.org/?page_id=81> * Submission deadline: February 18, 2026 * Notification: March 11, 2026 * Final version due: April 1, 2026 * PhD Symposium date: May 26, 2026 We encourage you—and your students and colleagues—to contribute and help shape the discussions at WebSci’26. Best regards, The WebSci’26 Organizing Committee Mastodon<https://bawü.social/@Stuttgart_IRIS> | LinkedIn<https://www.linkedin.com/company/interchange-forum-for-reflecting-on-intell…> | BlueSky<https://bsky.app/profile/unistuttgartiris.bsky.social> |X<https://x.com/WebSciConf>

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IVACS 2026 - Malta - CfP deadline extension
by Christopher.Fitzgerald 07 Jan '26

07 Jan '26

Call for Papers extended to January 23rd IVACS 2026 – Inter-Varietal Applied Corpus Studies Conference 1–3 July 2026 | University of Malta, Valletta, Malta The IVACS Association is pleased to announce that the 12th Biennial IVACS Conference will be hosted by the University of Malta, Valletta Campus, from 1–3 July 2026. The IVACS Conference series is a leading international forum for corpus-based research into linguistic varieties and applications of corpus linguistics in professional, pedagogical, and social contexts. Following the successful series of conferences, IVACS 2026 will continue to build on this tradition of collaboration and innovation. We welcome proposals related to (but not limited to): * Corpus Design & Methodology: compilation, annotation, and representativeness * Applied Contexts: workplace and professional discourse, minority and endangered languages, translation, interpreting, multilingual communication, stylistics * Innovations & Emerging Directions: GenAI tools and platforms, multimodal corpora * Teaching & Learning: corpus applications in pedagogy, data-driven learning, assessment, teacher education, learner corpora, genre-based approaches * Corpus-Informed Materials: pedagogic grammars, textbooks, syllabi design * Theoretical Perspectives: sociolinguistics, pragmatics, critical discourse studies, intercultural communication * Corpus Linguistics and Ethical Practice: Ethical, transparent, and inclusive methods in corpus-based research Submission Details * Individual Papers: 20 minutes presentation + 10 minutes discussion * Colloquia: 90 minutes, consisting of 3 thematically linked papers * Posters: especially suitable for work-in-progress or early-stage projects * Paper, colloquia and poster abstracts should be submitted to ivacs2026(a)um.edu.mt<mailto:ivacs2026@um.edu.mt>. The language of the conference is English. We encourage submission of abstracts from early-career researchers, including postgraduate research students and postdoctoral researchers. Abstract specifications for Individual Papers and Posters: * 250 – 350 words in length (including references, if any) * Written in Times New Roman font and saved as a docs file * Page 1 will include: Title; Presenter(s); Affiliation(s); Email address(es), plus abstract * Page 2 will be anonymised and will include: Title and abstract only Abstract specifications for Colloquia: * A maximum of 1,000 words in length (not including list of references) * A single abstract on behalf of all speakers on the panel, detailing the overall motivation for the panel, individual contributions, and the proposed panel structure * Written in Times New Roman font and saved as a docs file * Page 1 will include: Theme for the panel; Title of each contribution; Presenters; Affiliations; Email addresses, plus abstracts * Page 2 will be anonymised and will include: Titles and abstracts only Important Dates * Abstract submission opens: 1 October 2025 * Abstract submission deadline: 23 January 2026 (23:59 UTC) * Notification of acceptance: Early March 2026 * Early-bird registration deadline: April 2026 * Conference dates: 1–3 July 2026 Séanadh Ríomhphoist / Email Disclaimer https://www.mic.ul.ie/about-mic/college-services/ict-services?index=5

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Call for Papers: Ethical and Technical Challenges for Identity-Aware NLP
by Neele Falk 07 Jan '26

07 Jan '26

Dear all, We are organizing a workshop co-located with LREC 2026 on Identity Aware NLP. The details are as follows: ===================================================================== FIRST CALL FOR PAPERS Ethical and Technical Challenges for Identity-Aware NLP Workshop at LREC 2026, Palma de Mallorca, Spain, May 11-16, 2026 https://identity-aware-ai.github.io/ ===================================================================== *Workshop Theme:* What makes each of us unique, and which ethical and technical challenges does this imply? *OVERVIEW* What makes us unique? Language (and thus the automatic processing of it) is about people and what they mean. However, current practice relies on the assumptions that the involved humans are all the same, and that if enough data (and compute power) is present, the resulting generalizations will be robust enough and represent the majority. This approach often harms marginalized communities and ignores the notion of identity in models and systems. Our interdisciplinary workshop aims to raise the question of "what makes each of us unique?" to the NLP community. *WORKSHOP GOALS* - The development of a shared and interdisciplinary understanding of identities and how identity is treated in AI - The development of new methods that push the effective, fair, and inclusive treatment of individuals in AI to the next level *TOPICS OF INTEREST* We invite submissions on the following topics: *Modeling subjective phenomena and disagreement: *Personalization and perspectivist methods that challenge one-size-fits-all approaches by leveraging disaggregated data and annotator metadata. Methods that learn from disagreements rather than forcing consensus that erases unique perspectives. *Auditing and evaluating identity representation:* Techniques to measure how well models represent diverse identities, diagnose failures in capturing marginalized perspectives, and assess whether systems treat all identities equitably. Frameworks for identity-aware performance evaluation beyond aggregate metrics. *Bias detection and fairness interventions: *Methods to identify when models fail marginalized groups due to over-generalization, and techniques to mitigate such harms while preserving model utility. *Identity representation in LLMs: *How language models encode (or erase) diverse identities, embody particular perspectives, and either reproduce or challenge stereotypes. Measuring LLMs' capacity for reasoning about identities beyond majority groups. *Socio-political applications: *Modeling polarization, opinion formation, and deliberation in ways that account for identity rather than assuming homogeneous populations. How identity-aware approaches improve accuracy for politically sensitive tasks. *Methodological foundations from social sciences:* Best practices from psychology and survey science for measuring identity constructs (values, morals, narratives). Addressing challenges of using LLMs to model diverse populations while avoiding erasure through aggregation. *Accountability and responsible development: *Ethical responsibilities when building systems that represent (or exclude) identities. Making AI development processes accountable to marginalized communities most affected by over-generalization. *SUBMISSION TYPES* We welcome the following types of submissions: * Long papers: 4-8 pages of content (excluding references) * Short papers: 4-8 pages of content (excluding references) * Non-archival submissions, student project presentations, mixed-media submissions For non-archival submissions, we welcome creative formats including: - Art, poetry, music - Blog posts - Jupyter notebooks - Teaching materials - Videos - Findings papers - Late-breaking papers - Extended abstracts For creative format submissions, please submit a PDF containing: - A summary or abstract of your work - A link to your work (if hosted externally) - Any additional context or documentation *SUBMISSION GUIDELINES * * All submissions will be double-blind reviewed * Submissions should follow LREC 2026 formatting guidelines available at: https://lrec2026.info/authors-kit/ * Papers must be 4-8 pages in length (excluding references) * Papers must include ethics and limitations sections * NO appendices are allowed * Submission link will be provided in the Second Call for Papers * Accepted papers will be published in the workshop proceedings *WORKSHOP FORMAT* The workshop will be a half-day event featuring: - Keynote speeches from leading experts in the field - Paper presentations (oral and lightning talks) - Participatory design activity to develop a shared interdisciplinary vocabulary, identify current gaps in datasets for studying identity, and design a vision for collecting new datasets We are committed to ensuring that our workshop is accessible to all. The workshop will be held in a hybrid format, allowing both in-person and virtual participation. *IMPORTANT DATES* All deadlines are 11:59 PM AoE (Anywhere on Earth) * Submission Deadline: February 20, 2026 * Notification of Acceptance: March 20, 2026 * Camera-Ready Deadline: March 30, 2026 * Workshop Date: 16 May 2026 (exact date TBA) *DIVERSITY & INCLUSION * We actively encourage submissions from underrepresented communities and countries. The workshop organizers will provide mentorship and thorough feedback, especially to first-time authors and reviewers. * ORGANIZERS* Pranav A (University of Hamburg) Valerio Basile (University of Turin) Neele Falk (University of Stuttgart) David Jurgens (University of Michigan) Gabriella Lapesa (GESIS, Leibniz Institute for the Social Sciences & Heinrich-Heine University of Düsseldorf) Anne Lauscher (University of Hamburg) Soda Marem Lo (University of Turin) *CONTACT* For queries, please contact: identity-aware-ai(a)googlegroups.com

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[CFP] Sci-ImageMiner Competition 2026: Scientific Figure Understanding -- 1st call
by D'Souza, Jennifer 06 Jan '26

06 Jan '26

The 1st Sci-ImageMiner Competition: Information Extraction from Scientific Figures in Materials Science Focus: Quantitative plots from Atomic Layer Deposition and Etching (ALD/E) research Organized as part of the ICDAR 2026 Competition track <https://icdar2026.org/index.php/call-for-competitions/> <https://icdar2026.org/index.php/competitions/> https://icdar2026.org/index.php/competitions/ <https://icdar2026.org/index.php/call-for-competitions/> ICDAR 2026 - The 20th International Conference on Document Analysis and Recognition 30 Aug - 04 Sep 2026 | Vienna, Austria Sci-ImageMiner Competition Website: <https://sites.google.com/view/sci-imageminer/> https://sites.google.com/view/sci-imageminer/ Overview Scientific figures often contain critical results that never appear explicitly in the text. Despite recent advances in multimodal large language models, most existing benchmarks rely on generic or synthetic visuals. Sci-ImageMiner addresses this gap by introducing a curated benchmark grounded in authentic scientific figures from a specialized scientific domain. Tasks The competition hosts four tasks: 1. Figure Classification - identify the chart or figure type 2. Data Table Extraction - reconstruct the underlying tabular data from quantitative plots 3. Figure Summarization - generate concise, factual summaries of key trends 4. Visual Question Answering (VQA) - answer scientific questions requiring reasoning over figure content Teams may participate in any subset of tasks (including all four). Data & Evaluation * A trial dataset is available now to familiarize participants with the data and annotations. * The full dataset will be released in stages (training, development, blind test). * All evaluations will be conducted on Codabench, with per-task leaderboards. Important Dates (selected) * Trial data release: 8 December 2025 * Evaluation start: 3 March 2026 * Evaluation end: 3 April 2026 * Paper submission deadline: 17 April 2026 * Camera-ready deadline: 4 May 2026

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3rd Int. Workshop on Natural Scientific Language Processing (NSLP) 2026: 2nd CFP
by Georg Rehm 06 Jan '26

06 Jan '26

3rd International Workshop on Natural Scientific Language Processing (NSLP 2026) 12 May 2026 – Co-located with LREC 2026 Palma, Mallorca (Spain) NSLP 2026 features two shared tasks: * ClimateCheck 2026: Scientific Fact-Checking of Social Media Claims * SOMD 2026: Software Mention Detection & Coreference Resolution NSLP 2026 – important dates: * Submission deadline: 20 February 2026 * Notifications: 13 March 2026 * Camera-ready: 30 March 2026 NSLP 2026 website (including the shared tasks): * https://nfdi4ds.github.io/nslp2026 Scientific research has witnessed a steep growth rate over the last decades. The number of scholarly publications is growing exponentially, and doubles every 15-17 years. Consequently, both general and specialised repositories, databases, knowledge graphs, and digital libraries have been developed to publish and manage scientific artifacts. Examples include the Open Research Knowledge Graph (ORKG), the Semantic Scholar Academic Graph (S2AG), PubMed Central and also the ACL Anthology. These resources enable the collection, reuse, tracking, and expansion of scientific findings, and facilitate downstream applications such as scientific search engines. However, in order to develop robust systems that deal with scholarly text, various challenges need to be addressed. The current status quo of scientific communication mostly includes scholarly articles as unstructured PDF documents, which are not machine-readable in the sense that relevant scientific information can be extracted easily, thus making extracting and utilising this information as part of the scientific process a laborious and time-consuming task. Developing methods for converting unstructured information into structured formats is one of the major challenges in the field of Natural Scientific Language Processing (NSLP). This goal encompasses related challenges such as detecting, disambiguating, and linking mentions of scientific artifacts (e.g., software tools or specific datasets or language resources), and tracking state-of-the-art models and their evaluation scores (including new versions of existing models). Extracting and managing heterogeneous scientific knowledge effectively remains a challenging ongoing research area. Existing efforts are often fragmented, addressing separate issues with distinct datasets and conceptual approaches. NSLP 2026 addresses current topics and issues in Natural Scientific Language Processing. It is proposed and organised with the support of NFDI for Data Science and Artificial Intelligence (NFDI4DS), a long-term project with approx. 20 partners who work towards building a German national research data infrastructure for DS and AI. The workshop aims to further bring together the international community of researchers who work on NSLP and related topics (including research knowledge graphs), to discuss current issues and possible solutions. NSLP 2026 includes two keynote speakers and presentations of accepted papers (oral and poster presentations), as well as three shared tasks. Topics of interest include, but are not limited to * Scientific LLMs – LLMs for NSLP * Language resources (LRs) and Language technologies (LTs) for NSLP beyond LLMs * Research Knowledge Graphs (RKGs), Scientific Knowledge Graphs (SKGs) and other forms of structured representation of research-related knowledge * Information extraction from scholarly articles * Extraction of research information from texts * Detection and disambiguation of mentions of datasets, tasks, software or other methods * Classification of scholarly articles (collections, single documents, parts of documents) * Information extraction for RKGs * Summarisation of scholarly articles * Scholarly IR and scientific search engines * Question answering over scientific knowledge * Metadata and cataloging * Cross-lingual and multilingual natural scientific language processing * Adaptation of NLP methods for NSLP purposes Important Dates * Paper submission deadline: 20 February 2026 (not to be extended) * Notification of acceptance: 13 March 2026 * Camera-ready submission: 30 March 2026 * Workshop: 12 May 2026 Submission Guidelines The NSLP 2026 workshop invites submissions of: regular long papers; short papers; position papers. We especially encourage submissions from junior researchers and students from diverse backgrounds. * Note that we will not accept work that is under review or has already been published in or accepted for publication in a journal, another conference, or another workshop. * The workshop invites anonymous submissions of regular long papers (up to 8 pages without references and appendix); short papers as well as position papers (up to 4 pages without references and appendix) presenting, for example, negative results, in-progress projects, or demos. * Authors are permitted to include an optional appendix of up to 2 pages. However, reviewers will not be mandated to review the appendix and all papers must be self-contained. * Reviewing will be performed double-blind, i.e., submissions must be anonymous. Reviewers will not actively try to identify the authors. * Submissions must be in PDF, formatted in the LREC 2026 style. * The proceedings of this workshop will be published in the ACL Anthology (full Open Access) as part of the LREC 2026 proceedings. * At least one author per contribution must register for the workshop for presentation. * All submissions are done via START: https://softconf.com/lrec2026/NSLP2026/ When submitting a paper through START, the authors will be asked to provide essential information about resources (in a broad sense, i.e., also technologies, standards, evaluation kits, etc.) that have been used for the work described in the paper or are a new result of your research. Moreover, ELRA encourages all LREC authors to share the described LRs (data, tools, services, etc.) to enable their reuse and replicability of experiments (including evaluation ones). Keynote Speakers * Iryna Gurevych, TU Darmstadt, Germany * Yufang Hou, ITU Austria, Austria Shared Tasks 1. ClimateCheck 2026: Scientific Fact-Checking of Social Media Claims The rise of climate discourse on social media offers new channels for public engagement but also amplifies mis- and disinformation. As online platforms increasingly shape public understanding of science, tools that ground claims in trustworthy, peer-reviewed evidence are necessary. The new iteration of ClimateCheck builds on the results and insights from the 2025 iteration (run at SDP 2025/ACL 2025), offering the following subtasks: Subtask 1: Abstract retrieval and claim verification: given a claim and corpus of publications, retrieve the top 10 most relevant abstracts and classify each claim-abstract pair as supports, refutes, or not enough information. Subtask 2: Disinformation narrative classification: given a claim, predict which climate disinformation narrative exists according to a predefined taxonomy. New training data will be released for both tasks, with task 1 having triple the amount of the last iteration. The new iteration will focus on sustainability, emphasising the need to build climate-friendly NLP systems with minimal environmental impact. Shared task co-organisers: Raia Abu Ahmad, Aida Usmanova, Max Upravitelev, Georg Rehm 2. SOMD 2026: Software Mention Detection & Coreference Resolution Understanding software mentions is crucial for reproducibility and to interpret experimental results. Citations of software are often informal, lacking the use of persistent identifiers, making it hard to infer and disambiguate knowledge about software efficiently. This task will build on SOMD 2025 (run at SDP 2025, co-located with ACL 2025) and focus on entity disambiguation as an under-investigated problem in this context. More precisely, we address the task of coreference resolution of software mentions across multiple documents, i.e. given a set of software mentions extracted from multiple scientific publications, cluster these mentions so that all software mentions in a particular cluster refer to the same real world software. We define three subtasks with varying challenges: Subtask 1: Software coreference resolution over gold standard mentions. Addresses the task based on high-quality (gold standard) mentions of software that are expert-annotated in multiple publications. Subtask 2: Software coreference resolution over predicted mentions. Addresses the task on software mentions that are automatically extracted using a baseline model, i.e. reflecting a typical information extraction scenario, where upstream pipelines (such as entity and metadata extraction) are imperfect. Subtask 3: Software coreference resolution at scale. Addresses the task using predicted mentions of software and metadata at a larger scale. This challenges models to scale effectively, maintain accuracy, and distinguish among an increasingly dense field of similar or overlapping software mentions. Shared task co-organisers: Sharmila Upadhyaya, Stefan Dietze, Frank Krüger, Wolfgang Otto Organisers * Georg Rehm (Deutsches Forschungszentrum für Künstliche Intelligenz & Humboldt-Universität zu Berlin, Germany) – main contact: <georg.rehm(a)dfki.de> * Stefan Dietze (GESIS Leibniz Institut für Sozialwissenschaften, Cologne & Heinrich-Heine-University Düsseldorf, Germany) * Danilo Dessí (University of Sharjah, UAE) * Diana Maynard (University of Sheffield, UK) * Sonja Schimmler (Technical University of Berlin & Fraunhofer FOKUS, Germany) Programme Committee * Marcel Ackermann, Lernzentrum Informatik (LZI), DBLP, Germany * Raia Abu Ahmad, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Tilahun Abedissa Taffa, University of Hamburg, Germany * Ekaterina Borisova, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Davide Buscaldi, LIPN, CNRS, University Paris 13, France * Leyla Jael Castro, ZB MED Information Centre for Life Sciences, Germany * Mathieu d’Aquin, Université de Lorraine, France * Jennifer D’Souza, TIB Leibniz Information Centre for Science and Technology, Germany * Catherine Faron, Université Côte d’Azur, France * Dayne Freitag, SRI International, USA * Paul Groth, University of Amsterdam, TheNetherlands * Leonhard Hennig, Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Germany * Inma Hernandez, University of Seville, Spain * Robert Jäschke, Humboldt University of Berlin, Germany * Petr Knoth, Open University, UK * Frank Krüger, Wismar University of Applied Sciences, Germany * Julia Lane, NYU Wagner Graduate School of Public Service, USA * Andrea Mannocci, CNR-ISTI, Italy * Natalia Manola, OpenAIRE, Greece * Mirko Marras, University of Cagliari, Italy * Philipp Mayr-Schlegel, GESIS Leibniz-Institute for the Social Sciences, Germany * Pedro Ortiz Suarez, Common Crawl Foundation, USA * Wolfgang Otto, GESIS Leibniz-Institute for the Social Sciences, Germany * Haris Papageorgiou, R.C. Athena, Greece * Silvio Peroni, University of Bologna, Italy * Simone Ponzetto, Univ. of Mannheim, Germany * Diego Reforgiato Recupero, University of Cagliari, Italy * Harald Sack, FIZ Karlsruhe, Germany * Angelo Salatino, The Open University, UK * Philipp Schaer, TH Köln (University of Applied Sciences), Germany * Atsuhiro Takasu, University of Tokyo, Japan * Stefani Tsaneva, WU Wien, Austria * Ricardo Usbeck, Leuphana University, Germany * Thanasis Vergoulis, R.C. Athena, Greece

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CfP: FLAIRS-39 Track on Normative Reasoning for Agentic AI (NORA)
by Davide LIGA 06 Jan '26

06 Jan '26

Dear Colleagues, We invite submissions for the Normative Reasoning for Agentic AI (NORA) special track at the 39th International FLAIRS Conference, to be held 17-20 May 2026 in Marco Island, Florida. The goal of the NORA special track is to advance research on how norms can shape, guide, and explain agentic behavior in AI systems. It aims to bring together scholars exploring formal models of norms and deontic reasoning with those developing applied approaches to norm-aware, agent-based, collaborative, and responsible AI. By fostering dialogue between logic-based, data-driven, and human-centered perspectives, the track seeks to bridge theoretical foundations and practical implementations of normative reasoning across diverse domains such as multi-agent systems, reinforcement learning, robotics, security, law, and AI ethics. The track welcomes both established scholars and early-career researchers from diverse AI domains who wish to explore how normative approaches can enrich and support contemporary AI research. Topics of interest include (but are not limited to): * Formal and computational models of normative reasoning * Norm-aware and norm-adaptive agents (including agents for coordination, negotiation, and institution design) * Normative alignment and behavioral conformity in agentic and adaptive AI systems * Normative reasoning in multi-agent interaction, collaboration, and collective decision-making * Dialogue and interaction protocols for proposing, contesting, and revising norms * Learning, planning, and control under normative constraints (reinforcement learning, safe exploration, and compliance by design) * Automated normative reasoning for verification, monitoring, and compliance checking * Normative reasoning in robotics, embodied and hybrid agents, and practical decision making * Causal reasoning and norms (responsibility, accountability, blame/credit assignment, and trust) * Normative explainability and interpretability (e.g., argumentation- or deontic-based explanations) * Translation of natural-language norms into formal or executable specifications * Applications of normative reasoning in law, security, machine ethics, and AI governance For full details on the track and how to submit see the track website: https://sites.google.com/view/flairs-nora/ Important Dates * Abstract submission deadline: January 19, 2026 (Abstract is required to submit full paper.) * Paper submission deadline: January 26, 2026 * Paper acceptance notifications: March 9, 2026 * Camera ready version due: April 6, 2026 Types of submissions The track is accepting three types of paper submissions: * Full papers (up to 6 pages excluding references) * Short papers (up to 4 pages excluding references) * Posters (up to 2 pages excluding references) Proceedings The proceedings of FLAIRS-39 will be published by Florida Online Journals (https://journals.flvc.org/) which is indexed in DBLP and Scopus. Paper submission Papers must use the <https://drive.google.com/file/d/1MZDlUkHPxAUVe4nenFm0_FoOtJPLNqsh/view> FLAIRS-39 template<https://drive.google.com/file/d/1MZDlUkHPxAUVe4nenFm0_FoOtJPLNqsh/view> and must be submitted as a PDF. We look forward to your contributions! The NORA Track Chairs Réka Markovich, University of Luxembourg, reka.markovich(a)uni.lu<mailto:reka.markovich@uni.lu> Leon van der Torre, University of Luxembourg, leon.vandertorre(a)uni.lu Davide Liga, University of Luxembourg, davide.liga(a)uni.lu Luca Pasetto, University of Luxembourg, luca.pasetto(a)uni.lu Liuwen Yu, Luxembourg Institute of Science and Technology, liuwen.yu(a)list.lu

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PsyDefDetect shared task (co-located with BioNLP @ ACL 2026) - call for participation
by Paul Thompson 06 Jan '26

06 Jan '26

PsyDefDetect invites researchers to tackle a novel challenge at the intersection of Clinical Psychology and Natural Language Processing: detecting and classifying psychological defense mechanisms in emotional support dialogues. Grounded in the clinically validated Defense Mechanism Rating Scales (DMRS) framework, this shared task aims to advance the understanding of unconscious defensive functioning in text. Shared task website: https://psydefdetect-shared-task.github.io/ Discord server: https://discord.com/invite/AhuspeXNkM Google group: https://groups.google.com/g/psydefdetect RedNote: https://xhslink.com/m/34ddMoz7E4L Evaluation Platform (Codabench): https://www.codabench.org/competitions/12124/ Task Overview Psychological defenses are the “immune system” of the mind, shaping what speakers disclose and how they accept or resist help. Despite their critical role in mental health and counseling, defensive functioning remains largely unmodeled in current emotional support conversation systems. This shared task invites participants to bridge the gap between clinical theory and NLP by analyzing the PSYDEFCONV dataset. Participants will work with multi-turn dialogues to identify the specific defense level of a target utterance given its context. The goal is to develop models that can recognize subtle, context-dependent defensive maneuvers—ranging from adaptive coping to immature distortion. Data and Labels PSYDEFCONV is the first conversational dataset annotated with defense levels based on the DMRS. The dataset is constructed from a stratified subset of the ESConv corpus to ensure diverse coverage of problem types and emotions. The corpus contains 200 dialogues and 4,709 total utterances, including 2,336 help-seeker turns annotated for defense levels. Participants must classify utterances into 9 categories, comprising seven hierarchical levels of defensive maturity and two auxiliary labels. Key Challenge Capturing subtle linguistic cues of deep-seated psychological mechanisms within highly informal and context-dependent emotional dialogues. Timeline This preliminary timeline is subject to change. Follow our website and channels for updates. Dec 15 2025: Task announced. Dec 20 2025: Task Launch on CodaBench. Mar 15 2026: Start of evaluation period. Apr 05 2026: End of evaluation period. TBA: Paper submission. TBA: Author notifications. TBA: Camera ready due. Baseline and Evaluation Metrics Baseline runs and official metrics are published on our CodaBench Page (https://www.codabench.org/competitions/12124/) Organizers Hongbin Na, University of Technology Sydney Zimu Wang, Xi’an Jiaotong-Liverpool University Zhaoming Chen, University of Utah Yining Hua, Harvard University Rena Gao, The University of Melbourne Kailai Yang, The University of Manchester Ling Chen, University of Technology Sydney Wei Wang, Xi’an Jiaotong-Liverpool University Shaoxiong Ji, ELLIS Institute Finland & University of Turku John Torous, Harvard University Sophia Ananiadou, The University of Manchester & ELLIS Manchester -- Paul Thompson Research Fellow Department of Computer Science National Centre for Text Mining Manchester Institute of Biotechnology University of Manchester 131 Princess Street Manchester M1 7DN UK http://personalpages.manchester.ac.uk/staff/Paul.Thompson/

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International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026): First Call for Research Papers (2nd Round)
by Announce 06 Jan '26

06 Jan '26

*** First Call for Research Papers (2nd Round) *** International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) 29 September - 2 October 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://conf.researchr.org/home/variability-2026 The International Conference on Software and Systems Reuse, Product Lines, and Configuration (VARIABILITY 2026) invites high-quality contributions from researchers and practitioners in software engineering, systems engineering, and related disciplines focussing on a broad spectrum of methods, concepts, and tools for variability. VARIABILITY aims to be the premier forum for the exchange of ideas, experiences, and results in all aspects of software and systems variability management, reuse, software configuration, and customization. As software and systems become increasingly configurable, reusable, and adaptable, managing their variability across all lifecycle phases is more critical—and more challenging —than ever. VARIABILITY 2026 seeks to bring together the diverse communities that address these challenges from theoretical, technical, and practical perspectives. VARIABILITY results from a merge of three prominent conferences focussing on software and systems variability, configuration and reuse: SPLC (the International Systems and Software Product Line Conference, 29 successful editions), VaMoS (the International Working Conference on Variability Modelling of Software-Intensive Systems, 19 successful editions), and ICSR (the International Conference on Systems and Software Reuse, 22 successful editions). VARIABILITY is by design open as a conference. It welcomes new fields of variability- intensive research, such as artificial intelligence, hybrid software-hardware systems, etc. For this first edition of VARIABILITY, we strive to continue the success of the predecessor conferences ICSR, SPLC, and VaMoS by welcoming high-quality submissions for the research track in numerous closely related areas, such as systems and software product lines, systems and software reuse, configurable systems and software, product configuration, and systems and software variability. We will award the best research paper and the best artifact paper. Topics of Interest We invite contributions on variability management, reuse, and configuration across all phases of the software and systems lifecycle. The topics of interest include, but are not limited to: Requirements & Domain Engineering • Domain analysis and variability modeling • Decision modeling and support • Customization and personalization specification • Requirements variability and traceability Architecture & Design • Variability-aware software architectures • Architecture-centric product line engineering • Model-driven engineering (MDE) • Multi-product lines, program families, product lines of product lines, software ecosystems Implementation & Code Generation • Generative programming and code synthesis • Modularization techniques for reusable code • Programming languages and frameworks for variability • Open-source strategies for software reuse Testing, Verification & Quality Assurance • Testing and analysis of configurable systems • Safety and security in variable systems • Formal Methods for Software Product Lines • Non-functional properties: quality-aware analysis, quality-driven configuration • Reuse in testing, verification, and quality assurance Evolution, Maintenance & Operation • Refactoring and restructuring of configurable systems • Reverse engineering, variability mining, and refactoring • Runtime variability and dynamic (software) product lines • Maintenance strategies for large-scale reused systems • Variability in DevOps and CI/CD pipelines AI and Data-Driven Methods • Machine learning for variability management • AI-assisted product configuration • Data and repository mining from product lines and configuration histories • Recommendation systems for reuse and customization Publication of Proceedings Accepted papers will be published in the VARIABILITY 2026 proceedings by Springer in the LNCS series. Submission Guidelines Paper Types We invite the following types of submissions: • Full Papers (up to 18 pages excluding references): Research papers must present original, unpublished work with validated results through empirical evaluation, formal analysis, or implementation-based experiments. Submissions must clearly articulate the problem, its relevance, the proposed contribution, and validation results. • Short Papers (6 - 8 pages excluding references): Short papers present early-stage research, novel ideas, or conceptual proposals that are not yet fully developed or validated but offer promising directions. These papers should articulate the vision, motivation, and potential impact. Formatting Papers must use the Springer LNCS template according to: https://www.springer.com/gp/computer-science/lncs/conference-proceedings-gu… Springer provides author guidelines that should be consulted for further details: https://resource-preview-cms.springernature.com/springer-cms/rest/v1/conten… Submission Link Submissions should be made via Easy Chair, selecting the research track: https://easychair.org/conferences?conf=variability2026 Paper Originality, Double-Anonymous Policy, Reviewing All papers must be original and not under review elsewhere. Submissions will be double- anonymous and reviewed by at least three experts. Submissions will be evaluated based on their novelty, relevance, rigor, transparency, and presentation. Authors of submissions to the first deadline might be invited to submit a revision of their papers to the second deadline, which will be reviewed as a revision. Revisions Research-track papers can be submitted to the first or second cycle. In the first cycle, papers can receive the following decisions: accept, revision, or reject. Revision means that the reviewers believe that the paper has potential, but that its quality or contribution is not yet ready for publication. Such papers are offered lightweight shepherding by a community member, who is not necessarily a PC member or reviewer. Revised papers should be submitted to the second cycle together with a response letter, explaining how the reviewer comments were addressed. They are then reviewed by the same PC members. Papers rejected in the first cycle can be resubmitted in the second cycle, but need to contain an appendix “Changes to First-Cycle Submission” at the end of the PDF (after references, regardless of the page limit) that lists the major changes in bullet-point format. Best Paper Awards Springer will sponsor the awards for bet papers with an overall amount of €1000. Journal Special Issue Selected accepted papers will be invited to submit extended versions with at least 30% additional and original material, to be published in a special issue in a reputable Software Engineering journal (currently under negotiation). Important Dates (AoE) • Paper Submission Deadline (2nd Round): 2 April 2026 • Notification of Acceptance (2nd Round): 1 June 2026 • Camera-Ready Deadline: 15 July 2025 • Author Registration: 15 July 2025 Organisation General Chairs • George A. Papadopoulos, University of Cyprus, Cyprus • Gilles Perrouin, FNRS & University of Namur, Belgium Research Track Chairs • Thorsten Berger, Ruhr University Bochum, Germany • Ina Schaefer, KIT, Germany Industry Track Chairs • Shaukat Ali, Simula Research Lab and Oslo Metropolitan University, Norway • Martin Becker, Fraunhofer IESE, Germany Journal First Track Chairs • Mathieu Acher, University Rennes, Inria, CNRS, IRISA, France • Xhevahire Tërnava, LTCI, Télécom Paris, Institut Polytechnique de Paris, France Doctoral Symposium Track Chairs • Rick Rabiser, LIT CPS, Johannes Kepler University Linz, Austria • Iris Reinhartz-Berger, University of Haifa, Israel Demos and Tools Track Chairs • Sandra Greiner, University of Southern Denmark, Denmark • Leopoldo Teixeira, Federal University of Pernambuco Projects Showcase Chairs • Daniel Struber, Chalmers, University of Gothenburg, Radbound University, Sweden • Dalila Tamzalit, Nantes Université, France Hall of Fame Chairs • Martin Becker, Fraunhofer IESE, Germany • Goetz Botterweck, Lero - The Irish Software Research Centre and University of Limerick, Ireland • Natsuko Noda, Shibaura Institute of Technology, Japan Workshops Chairs • Lidia Fuentes, Universidad de Malaga, Spain • Malte Lochau, University of Siegen, Germany Tutorials Chairs • Loek Cleophas, Eindhoven University of Technology and Stellenbosch University, The Netherlands • Mahsa Varshosaz, IT University of Copenhagen, Denmark Proceedings Chair • Sophie Fortz, King's College London, UK Publicity Chairs • Wesley Assunção, North Carolina State University, USA • Kentaro Yoshimura, Hitachi Ltd, Japan Local Organiser and Finance Chair • George A. Papadopoulos, University of Cyprus, Cyprus

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CFP: Sixth Workshop on Language Technology for Equality, Diversity and Inclusion (LT-EDI-2026) at ACL 2026
by Bharathi Raja Asoka Chakravarthi 05 Jan '26

05 Jan '26

*Sixth Workshop on Language Technology for Equality, Diversity and Inclusion (LT-EDI-2026)* at The 64th Annual Meeting of the Association for Computational Linguistics (ACL) 2026 Place: San Diego, California, United States Link: https://sites.google.com/view/lt-edi-2026/home Tagline: Towards Fair and Inclusive Language Technologies for All. Call for Papers: Following the success of the first five editions of the LTEDI 2026 workshop (LDK 2025, EACL 2024, RANLP 2023, ACL 2022. EACL 2021), the workshop aims to bring together researchers and practitioners working on NLP, LLMs and other AI fields with social scientists and interdisciplinary researchers. LT-EDI-2026 invites theoretical, empirical, and applied papers from the Natural Language Processing (NLP), Artificial Intelligence (AI), and interdisciplinary communities particularly those focusing on bias in language technologies. Topics of interest include, but are not limited to: - Datasets, and Benchmarks for Equality, Diversity, and Inclusion - - - - Construction and annotation of datasets for EDI, including benchmarks for bias detection and mitigation. - Compilation of resources curated for fairness, inclusivity, and accessibility. - Methodologies for annotating intersectional identities (gender, race, disability, religion, sexual orientation, etc.). - Bias Detection and Mitigation in LLMs - - - - Techniques for identifying, measuring, and mediating gender, racial, disability, and other societal biases in NLP and LLMs. - The impact of bias in deployed NLP/LLM systems - Gender-neutral modeling and representational fairness in LLMs - Detection and mitigation of intersectional biases including gender, racial, gender identity, disability, and other societal biases. - Advances in bias mitigation in large language models: in-context learning, prompt engineering, conditional text generation, and adversarial training. - Inclusive Language and Counter-Narratives for LLMs - - - - Algorithms and resources for inclusive language generation with LLMs. - Counter-narrative modeling for combating toxicity, hate speech, and misinformation targeting marginalized communities. - Dialogue systems and multi-agent approaches that align with inclusivity goals. - Human-in-the-loop and participatory strategies for enhancing inclusiveness. - Multilingual and Multicultural Approaches for LLMs - - - - Multicultural and multilingual LLMs and approaches - Speech and language recognition for minority and under-resourced groups - Code-mixed and cross-lingual approaches for inclusive technologies - Responsible, Explainable, and Trustworthy LLMs for EDI - - - - Detecting and mitigating hallucinations, misinformation, and toxicity in LLM systems - Explainable and trustworthy LLMs - Evaluation frameworks incorporating ethics, accountability, and transparency - Direct paper submission deadline: March 5, 2026 - Pre-reviewed ARR commitment deadline: March 24, 2026 - Notification of acceptance: April 28, 2026 - Camera-ready paper due: May 12, 2026 - Pre-recorded video due (hard deadline): June 4, 2026 - Workshop dates: July 2-3, 2026

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CFP: The 2nd Workshop on NLP for Languages Using Arabic Script (AbjadNLP 2026) (Deadline extended)
by Amal Haddad 05 Jan '26

05 Jan '26

Call for Papers - AbjadNLP 2026 The 2nd Workshop on NLP for Languages Using Arabic Script Rabat, Morocco (in-person) Co-located with EACL 2026 Submission URL: https://softconf.com/eacl2026/AbjadNLP2026/ AbjadNLP 2026 invites submissions on all aspects of Natural Language Processing (NLP) for Arabic-script languages, including Arabic and its dialects, Perso-Arabic languages, and Ajami traditions across Africa and Asia. Building on the success of AbjadNLP 2025 at COLING, the 2026 edition will be held in Rabat, Morocco, co-located with EACL. The workshop provides a platform for research in Arabic NLP -- covering Modern Standard Arabic, Classical Arabic, and dialectal varieties -- while also supporting work on related languages such as Persian, Urdu, Pashto, Kurdish, Azeri Turkish, Ottoman Turkish, Sindhi, Uyghur, and African Ajami languages (e.g. Hausa, Fula, Wolofal, Swahili, Kanuri, Mandingo, and Tamazight). We welcome contributions on all NLP topics, including morphological analysis, parsing, translation, LLM adaptation, resources and corpora, code-switching, sociolinguistic analysis, and low-resource methods. Submission Deadlines: Direct submissions: 15 January 2026 ARR submissions: 15 January 2026 Notification: 24 January 2026 Camera-ready: 15 February 2026 Workshop: 24-29 March 2026 (TBC) AbjadNLP 2026 follows the EACL 2026 submission and formatting guidelines. Templates are available at https://github.com/acl-org/acl-style-files [1]. General Chair: Dr Mo El-Haj (VinUniversity & Lancaster University) More information: https://wp.lancs.ac.uk/abjad/ [2] -- Amal Haddad Haddad (She/her) Facultad de Traducción e Interpretación Universidad de Granada |https://www.ugr.es/personal/amal-haddad-haddad Lexicon Research Group |http://lexicon.ugr.es/haddad Co-Convenor, BAAL SIG 'Humans, Machines, Language'|https://r.jyu.fi/humala Event Coordinator, BAAL SIG 'Language, Learning and Teaching' =============== Cláusula de Confidencialidad: "Este mensaje se dirige exclusivamente a su destinatario y puede contener información privilegiada o confidencial. Si no es Ud. el destinatario indicado, queda notificado de que la utilización, divulgación o copia sin autorización está prohibida en virtud de la legislación vigente. Si ha recibido este mensaje por error, se ruega lo comunique inmediatamente por esta misma vía y proceda a su destrucción. This message is intended exclusively for its addressee and may contain information that is CONFIDENTIAL and protected by professional privilege. If you are not the intended recipient you are hereby notified that any dissemination, copy or disclosure of this communication is strictly prohibited by law. If this message has been received in error, please immediately notify us via e-mail and delete it" =============== Links: ------ [1] https://urldefense.com/v3/__https:/github.com/acl-org/acl-style-files__;!!D… [2] https://urldefense.com/v3/__https:/wp.lancs.ac.uk/abjad/__;!!D9dNQwwGXtA!Xa…

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The 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2026): Last Call for Demos & DC & T
by Announce 05 Jan '26

05 Jan '26

*** Last Call for Demos, DC and Tutorials *** The 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2026) May 25-29, 2026, 5* Coral Beach Hotel & Resort, Paphos, Cyprus https://cyprusconferences.org/aamas2026/<http://www.cs.ucy.ac.cy/~george/GPLists_2021/lm.php?tk=Y29ycG9yYQkJCWNvcnBv…> AAMAS 2026 received 1455 full paper submissions for the Main Track, after an initial submission of 1800 abstracts. This is by far the highest number of submissions (around 50% more than the previous highest number) in the 25 years of AAMAS. We still welcome submissions to the Demo Track, the DC Track as well as for tutorials. The Demo Track allows participants from both academia and industry to showcase their latest developments in agent-based and robotic systems. The DC (Doctoral Consortium) is an opportunity to interact closely with established researchers in your field as well as other PhD students to receive feedback on your work and to get advice on managing your career. Tutorials will be half-day long and will be in person — online/remote versions will not be accepted. A few full-day tutorials may be considered, but the proponents need to motivate their request when submitting their proposal. More information about the above calls, is available on the AAMAS 2026 web site. Important Dates (AoE) Demo Track • Submission Deadline: January 9, 2026 • Author Notification: February 6, 2026 • Camera-Ready Deadline: February 25, 2026 • Author Registration Deadline: March 31, 2026 • Demonstrations: May 27-29, 2026 Doctoral Consortium • Abstract Deadline: January 19, 2026 • Submission Deadline: January 23, 2026 • Author Notification: February 23, 2026 • Camera-Ready Deadline: March 2, 2026 • Author Registration Deadline: March 31, 2026 Tutorials • Proposal Submission: January 16, 2026 • Organiser Notifications: January 30, 2026 • Tutorial Site Online: March 4, 2026 • Tutorial Forum: May 25-26, 2026 Organizing Committee AAMAS 2026 General Chairs • Viviana Mascardi, University of Genova, Italy • John Thangarajah, RMIT University, Australia AAMAS 2026 Program Chairs • Chris Amato, Northeastern University, United States of America • Louise Dennis, University of Manchester, United Kingdom AAMAS 2026 Local Chairs • George A. Papadopoulos, University of Cyprus, Cyprus (Chair) • Panayiotis Kolios, University of Cyprus, Cyprus (Vice Chair)

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Call for Participation: CLEF eRisk 2026: Early Risk Prediction on the Internet
by ACL Announcements 05 Jan '26

05 Jan '26

Call for Participation: CLEF eRisk 2026: Early Risk Prediction on the Internet _Are you passionate about leveraging AI for societal good? We are pleased to announce that registration and submissions are now open for eRisk 2026, the tenth edition of the CLEF associated evaluation lab of early risk prediction on the Internet!!. Full details are available on the eRisk website._ _Tasks for eRisk 2026 (All the info available at https://erisk.irlab.org/)_ _*Task 1: Conversational Depression Detection with LLMs_ _Participants will interact with fine-tuned LLM personas that will be released on Hugging Face. Each persona simulates a different depression severity. Systems must decide whether the persona is depressed, estimate its overall depression level, and detect active depressive symptoms._ _*Task 2: Contextualised Early Detection of Depression _ _A continuation of last year's contextual detection task: systems analyze full multi-participant conversational contexts arriving sequentially, and make early predictions about depression risk, balancing timeliness and accuracy._ _*Task 3: ADHD Symptom Sentence Ranking (ASRS-v1.1) _ _A novel task expanding beyond depression. Participants will rank sentences by their relevance to each of the 18 symptoms in the ASRS-v1.1 scale. The setup follows the classical ranking-task format, offering no annotated training set at launch (zero-shot setup)._ _ _ _- Why Participate?_ _Publication & Visibility: Accepted contributions will be featured in CEUR-WS (Workshop Proceedings) and acknowledged at CLEF 2026 (Jena, Germany, 21-24 September 2026), offering wide academic and community exposure._ _Interdisciplinary Impact: eRisk blends information retrieval, NLP, computational psychiatry, and social data science: a unique opportunity for collaboration._ _Leading-Edge Challenges: With conversational agents and symptom-level retrieval, eRisk 2026 targets more realistic, fine-grained, and clinically relevant tasks than ever before._ _ _ _- Key Dates _ _ _ _- Datasets Release:_ _ -T1 and T2: 19th December 2026 for training collection and 9th February 2026 beginning of test stage (servers are open)_ _ -T3: no training data, 19th December 2026 release of test collection, and 9th February 2026 beginning of test stage (servers are open)_ _ _ _ _ _- Submission Deadlines:_ _ -T1: 20th April 2026 end of test stage_ _ -T2: 13th April 2026 end of test stage (server closes)_ _ -T3: 1st April 2026 for submitting participants' results to FTP_ _ _ _ _ _- CLEF 2026 Conference: 21-24 September 2026, Jena, Germany. _ _ _ _How to Sign Up & Contribute_ _1. Register: Sign up through the [CLEF 2026 Labs Registration site](https://clef-labs-registration.dipintra.it/ [1])_ _2. Submit Agreements: Complete the user agreement form to access datasets. _ _3. Join the Community: Join our Google Groups https://groups.google.com/g/erisk-clef [2] !_ _After evaluation, submit a workshop paper describing your approach and results for publication in CEUR-WS._ _ _ _ _ _We encourage you (and your research group) to join us in advancing the state of early risk detection. Please feel free to forward this message to any colleagues who may be interested._ _Best regards,_ _Javier Parapar, Anxo Pérez, Xi Wang, Fabio Crestani_ _eRisk organizers"_ Links: ------ [1] https://clef-labs-registration.dipintra.it/ [2] https://groups.google.com/g/erisk-clef

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EACL 2026 Call For Volunteers
by Ekaterina Kochmar 04 Jan '26

04 Jan '26

Join us as a student volunteer at the prestigious 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2026). We're seeking dedicated students, both for in-person and online roles, to contribute to the success of this event. What You Gain: Selected volunteers will receive complimentary registration to the main conference, workshops, tutorials, and social events. Shifts are designed to optimize your access to conference events. Roles and Responsibilities: Volunteer tasks encompass various aspects such as assisting at the registration desk, on-boarding briefs to delegates checking in, problem solving, providing directional support at the conference venue, organizing delegate packs, overseeing poster sessions, coordinating volunteers, and providing AV/technical support, including social media management and aiding with conference events. If you apply and are selected as a virtual volunteer your roles and responsibilities will be monitoring content on platforms such as RocketChat; Underline, MiniConf etc. As a virtual attendee you will report content issues on publications and escalate issue to the on-site technical support team. With this knowledge, please make sure you possess the skills to handle such requirements during the conference. Selection Criteria: Candidates will be assessed based on their application package (details below). Preference will be given to students presenting papers at the main conference or affiliated workshops without alternative travel support. Application Process: * Applicants must be full-time students. * Submission requires a completed application form at https://forms.gle/FQsaESw61dZGCcyX8 with a few questions and a concise one-page CV (resume). * Travel and accommodations should be arranged independently, regardless of the application outcome. Special Rate Lodging is secured by ACL Months in advance to the conference. The discounted rates can be seen and secured by going to the Conference website, Participant Info, Accommodations. Application Instructions: Please refrain from registering for the ACL Conference until you receive a confirmation of acceptance into the Volunteer Service. Upon acceptance, you'll receive a dedicated registration link. Additionally, access will be provided to a Volunteer Website with essential information, FAQs, training materials, and a scheduling system to choose volunteer days and roles. To receive a complimentary registration for the ACL Event, it's crucial to note that a minimum of 10 hours of volunteer work at the event is mandatory. These hours can be divided across several shifts on different days or completed in a single shift. Failure to meet the volunteer commitment will result in being charged the in-person conference fee. In the event of non-acceptance, the Registrar will assist in securing early registration fee rates. For late volunteer registration reimbursements, students need to provide receipts for paid registration fees to the 2026 ACL Reimbursement Link which will be provided to you by the Volunteer Chairs. Additional Financial Support: Once more, volunteering grants you complimentary registration solely for the ACL Conference. If you require further financial assistance for lodging, airfare, or daily expenses, it's advisable to apply for Diversity and Inclusion Subsidies. You have the liberty to seek both a Volunteer subsidy and a D&I subsidy simultaneously, as there are no restrictions against receiving both. To review the criteria for D&I Subsidies, please refer to the Call for D&I Post, which includes selection criteria. Important Dates: * Application Opens: December 22, 2025 * Application Deadline: January 23, 2026 * Acceptance Notifications: February 9, 2026

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37th IEEE International Symposium on Software Reliability Engineering (ISSRE 2026): First Call for Papers (Indusrey Track)
by Announce 03 Jan '26

03 Jan '26

*** First Call for Papers (Industry Track) *** 37th IEEE International Symposium on Software Reliability Engineering (ISSRE 2026) October 20-23, 2026, 5* St. Raphael Resort and Marina Limassol, Cyprus https://cyprusconferences.org/issre2026/<http://www.cs.ucy.ac.cy/~george/GPLists_2021/lm.php?tk=Y29ycG9yYQkJCWNvcnBv…> The ISSRE Industry Track gathers industry representatives as well as researchers from, within or in collaboration with industry to discuss software reliability, quality assurance as well as experiences and lessons learned. This year we will bring experiences from self- made tools, usage of AI, generative AI and machine learning in relation to software reliability. Industry track papers are expected to be of interest to software development professionals, as well as to anyone researching or working in the area of software reliability, software quality, and process improvement groups, with concrete relevance to industrial problems and practical applications. All presenters of accepted papers will be required to attend the conference in person. Participating in the conference would give a chance to meet and discuss with a wide selection of researchers and other industry experts in the area. Topics of Interest Topics of interest include development, analysis methods and models throughout the software development lifecycle, from an industrial and practitioner-oriented perspective. Ask yourself this: Is the work grounded in real-world systems, operational experience, or industrial practice, and does it address reliability or dependability concerns? If it is, you have found the right conference track. For a more detailed list check out the detailed topics list for the research track on this site. • Use cases, practical experiences, lessons learned, improvement programs in reliability or dependability. • Foundations of reliability and dependability, including process, technology, methods, metrics and lessons learned. • Design for reliability or dependability, failure and incident case studies, including experiences in security, testing, verification, and related practices in the field. • Reliability in AI-driven and autonomic systems or AI techniques used for Reliability Engineering. • Software reliability in any system domain. • Trustworthiness, security, and Responsible Software Engineering. • Human-centric focus on reliability and dependability. • Adoption of reliability standards, measurements and similar experiences. We look for papers with good evaluation, honest data, new insights and practical experiences that can be used to help others. We also encourage submissions reporting negative results, unexpected outcomes, and lessons learned from real-world practice. Submission Guidelines and Instructions We invite three kinds of submissions to the Industry Track: • Enlightening Talk or Tool Demo: 1-2 page abstract (OR a Power Point presentation OR a video for a tool demo). • Short paper: 4-pages (including references). • Full paper: 6-pages (including references). All the submissions will be reviewed by members of the Industry Track Program Committee. Accepted papers (with an abstract) will be included in the ISSRE Supplemental Proceedings and submitted for publication to IEEE Xplore. Submissions must adhere to the IEEE Computer Society Format Guidelines (for more Information, please refer to the relevant part on the conference website: https://cyprusconferences.org/issre2026/industry-track/<http://www.cs.ucy.ac.cy/~george/GPLists_2021/lm.php?tk=Y29ycG9yYQkJCWNvcnBv…>). Note that: • A paper must include the title, the name and affiliation of each author, an abstract of up to 150 words, and up to 4 keywords. Thus, submissions are not anonymous. • Reviewers will use the abstract during the bidding process for peer-review. Thus, the abstract should state the paper goals clearly, along with the means used to achieve them. • The first page is not a separate page, but is a part of the paper (i.e., it has technical material in it). Thus, this page counts toward the total page budget for the paper. • Symbols and labels used in the graphs should be readable as printed, without requiring on-screen magnification. • Limit the file size to less than 15 MB (for Video’s – provide a live link). Papers that exceed the page limits specified, on topics not in the scope of ISSRE, or that do not follow the formatting guidelines will be rejected without review. Authors of accepted papers will have the chance to present their work at ISSRE 2026. Submission implies the willingness of at least one of the authors to register for the conference and to give the talk, if the paper is accepted. Best Paper Awards The Industry Program Chair will select three candidates among top-ranked papers presenting and motivating novel and disruptive ideas that address problems relevant for industry. Selection will be based on the reviewers’ feedback, novelty and potential impact of the results. The final selection of the best paper will be done by the audience attending the presentation of the candidate papers. Eligible papers must be (1) full papers accepted to the industry track, and (2) co-authored by at least one author whose primary affiliation is in Industry. Important Dates (AoE) • Abstract Submission Deadline: June 28, 2026 & July 3, 2026 • Paper Submission Deadline: July 5, 2026 & July 12, 2026 • Notification to Authors: August 12, 2026 • Camera Ready Papers: August 19, 2026 • Enlightening Talks or Tool Demos (without abstract; not to appear in the proceedings): August 15, 2026 • Author Registration Deadline (Industry Track): August 19, 2026 Organisation General Chairs • Leonardo Mariani, University of Milano - Bicocca, Italy • George A. Papadopoulos, University of Cyprus, Cyprus Program Coordinator • Roberto Natella, GSSI, Italy Research Program Committee Chairs • Domenico Cotroneo, UNC Charlotte, USA • Jie M. Zhang, King's College London, UK Industry Program Chairs • Jinyang Liu, Bytedance, USA • Sigrid Eldh, Ericsson AB, Sweden Workshop Chairs • Georgia Kapitsaki, University of Cyprus, Cyprus • August Shi, The University of Texas at Austin, USA Doctoral Symposium Chairs • Stefan Winter, LMU Munich, Germany • Lili Wei, McGill University, Canada Fast Abstract Chairs • Luigi Lavazza, University of Insubria, Italy • Yintong Huo, SMU, Singapore JIC2 Chair • Helene Waeselynck, LAAS-CNRS, France Publicity Chairs • Allison K. Sulivan, The University of Texas at Arlington, USA • Jose D'Abruzzo Pereira, University of Coimbra, Portugal Publication Chairs • Sherlock Licorish, Otago Business School, New Zealand • Maria Teresa Rossi, GSSI, Italy Artifact Evaluation Chairs • Naghmeh Ivaki, University of Coimbra, Portugal • Fumio Machida, University of Tsukuba, Japan Diversity and Inclusion Chair • Eleni Constantinou, University of Cyprus, Cyprus Financial Chair • Costas Pattichis, University of Cyprus, Cyprus Web Chairs • Michalis Ioannides, Easy Conferences LTD • Elena Masserini, University of Milano - Bicocca, Italy Registration Chair • Easy Conferences LTD

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First Call for Participation: CL4Health @LREC 2026 Shared Task on Grounded EHR Question Answering (ArchEHR-QA 2026)
by Soni, Sarvesh (NIH/NLM) [E] 02 Jan '26

02 Jan '26

ArchEHR-QA 2026 (pronounced ��Archer��): CL4Health @LREC 2026 Shared Task on Grounded Question Answering (QA) from Electronic Health Records (EHRs) Website: https://archehr-qa.github.io/ Dataset (PhysioNet): https://doi.org/10.13026/zzax-sy62 Responding to patients�� inbox messages through patient portals is a major contributor to clinician workload. ArchEHR-QA focuses on automatically answering patients�� health-related questions using their own EHR notes, with an emphasis on producing answers that are grounded in (and explicitly linked to) supporting clinical evidence in the notes. Task Overview ArchEHR-QA 2026 is the second iteration of this shared task (following the ACL 2025 BioNLP edition). This year expands the dataset and introduces four complementary subtasks. Teams may participate in any subset of subtasks, and separate leaderboards will be maintained for each subtask. Subtasks: 1) Subtask 1 �� Question Interpretation: Transform a free-text patient-authored question into a concise clinician-interpreted question (�� 15 words). 2) Subtask 2 �� Evidence Identification: Select the minimal set of sentence IDs from the provided note excerpt that supports answering the question. 3) Subtask 3 �� Answer Generation: Generate an answer grounded in the provided note excerpt (�� 75 words). 4) Subtask 4 �� Evidence Alignment: For each answer sentence, identify the supporting note sentence(s) (sentence-level answer�Cevidence alignment). This year��s shared task follows a staged test data release schedule, with separate deadlines for Subtask 1, Subtasks 2�C3, and Subtask 4. Important Dates (Tentative) * First call for participation / Release of development dataset: January 2 (Friday), 2026 * Test dataset release: * Subtask 1: January 19 (Monday), 2026 * Subtasks 2�C3: January 26 (Monday), 2026 * Subtask 4: February 16 (Monday), 2026 * Submission of system responses: * Subtask 1: January 26 (Monday), 2026 * Subtasks 2�C3: February 16 (Monday), 2026 * Subtask 4: March 2 (Monday), 2026 * Submission of shared task papers (optional): March 13 (Friday), 2026 * Notification of acceptance: March 24 (Tuesday), 2026 * Camera-ready system papers due: March 31 (Tuesday), 2026 * CL4Health Workshop Date (LREC 2026): May 12 (Tuesday), 2026 For more information about participation and submission, please visit the shared task website. Join our Google Group (recommended) Google Group: https://groups.google.com/g/archehr-qa For questions, please use the Google Group or email: sarvesh.soni(a)nih.gov<mailto:sarvesh.soni@nih.gov> Program Committee We are also looking for people to join the program committee (responsibilities include reviewing papers). If you are interested, please email sarvesh.soni(a)nih.gov<mailto:sarvesh.soni@nih.gov>. Looking forward to your participation, Organizers: Sarvesh Soni, U.S. National Library of Medicine, NIH Dina Demner-Fushman, U.S. National Library of Medicine, NIH

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Third and Final Call for Papers: The Second Workshop on Language Models for Low-Resource Languages (LoResLM 2026 @ EACL)
by Ranasinghe, Tharindu 02 Jan '26

02 Jan '26

𝗧𝗵𝗶𝗿𝗱 𝗮𝗻𝗱 𝗙𝗶𝗻𝗮𝗹 𝗖𝗮𝗹𝗹 𝗳𝗼𝗿 𝗣𝗮𝗽𝗲𝗿𝘀 - 𝗧𝗵𝗲 𝗦𝗲𝗰𝗼𝗻𝗱 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 𝗼𝗻 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹𝘀 𝗳𝗼𝗿 𝗟𝗼𝘄-𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲𝘀 [Workshop website - https://loreslm.github.io/home] [CFP - https://loreslm.github.io/cfp] [Submissions - https://openreview.net/group?id=eacl.org/EACL/2026/Workshop/LoResLM] Neural language models have revolutionised natural language processing (NLP) and have provided state-of-the-art results for many tasks. However, their effectiveness is largely dependent on the pre-training resources. Therefore, language models (LMs) often struggle with low-resource languages in both training and evaluation. Recently, there has been a growing trend in developing and adopting LMs for low-resource languages. Supporting this important shift, LoResLM aims to provide a forum for researchers to share and discuss their ongoing work on LMs for low-resource languages. 𝗧𝗼𝗽𝗶𝗰𝘀 LoResLM 2026 invites submissions on a broad range of topics related to the development and evaluation of neural language models for low-resource languages. We welcome research that explores modalities beyond text and encourage work on low-resource dialects in addition to major language varieties. Topics of interest include, but are not limited to: • Building language models for low-resource languages. • Adapting/extending existing language models/large language models for low-resource languages. • Corpora creation and curation technologies for training language models/large language models for low-resource languages. • Benchmarks to evaluate language models/large language models in low-resource languages. • Prompting/in-context learning strategies for low-resource languages with large language models. • Review of available corpora to train/fine-tune language models/large language models for low-resource languages. • Multilingual/cross-lingual language models/large language models for low-resource languages. • Multimodal language models/large language models for low-resource languages • Applications of language models/large language models for low-resource languages (i.e. machine translation, chatbots, content moderation, etc.) 𝗦𝘂𝗯𝗺𝗶𝘀𝘀𝗶𝗼𝗻 𝗚𝘂𝗶𝗱𝗲𝗹𝗶𝗻𝗲𝘀 We follow the EACL 2026 standards for submission format and guidelines. LoResLM 2026 invites submissions of long papers up to 8 pages and short papers up to 4 pages. These page limits only apply to the main body of the paper. At the end of the paper (after the conclusions but before the references), papers need to include a mandatory section discussing the limitations of the work and, optionally, a section discussing ethical considerations. Papers can include unlimited pages of references and an appendix. To prepare your submission, please make sure to use the EACL 2026 style files available here: • LaTeX - https://github.com/acl-org/acl-style-files • Overleaf - https://www.overleaf.com/latex/templates/association-for-computational-ling… Papers should be submitted through OpenReview using the following link: https://openreview.net/group?id=eacl.org/EACL/2026/Workshop/LoResLM 𝗜𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗗𝗮𝘁𝗲𝘀 • Paper submission: 6th January 2026 • Notification of acceptance: 28th January 2026 • Camera-ready submission: 3rd February 2026 • Workshop: 29th March 2026 @ EACL 𝗩𝗲𝗻𝘂𝗲 LoResLM 2026 will be held in conjunction with EACL 2026 in Rabat, Morocco. 𝗣𝗿𝗼𝗰𝗲𝗲𝗱𝗶𝗻𝗴𝘀 Proceedings of the workshop will appear in the ACL Anthology. For the past proceedings, please refer https://scholar.google.co.uk/citations?user=rvm3HOgAAAAJ&hl=en 𝗞𝗲𝘆𝗻𝗼𝘁𝗲 𝗦𝗽𝗲𝗮𝗸𝗲𝗿 Prof Barbara Plank - Full professor and chair for AI and Computational Linguistics at Ludwig-Maximilians-Universität München, Head of the Munich AI and NLP (MaiNLP) lab, and co-director of the Centre for Information and Language Processing (CIS) 𝗣𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗖𝗼𝗺𝗺𝗶𝘁𝘁𝗲𝗲 David Ifeoluwa Adelani - McGill School of Computer Science, Canada Idris Abdulmumin - University of Pretoria, South Africa Godfred Agyapong - University of Florida, USA Isuri Anuradha - Lancaster University, UK Laura Bernardy - University of Luxembourg, Luxembourg Ana-Maria Bucur - University of Lugano, Switzerland Eleftheria Briakou - Google Tommaso Caselli - University of Groningen, Netherlands Çağrı Çöltekin - University of Tübingen, Germany Charibeth Ko Cheng - De La Salle University, Philippines Claudiu Creanga - University of Bucharest Sourabh Deoghare - Indian Institute of Technology, Bombay, India Bosheng Ding - Nanyang Technological University, Singapore Alphaeus Dmonte - George Mason University, USA Daan van Esch - Google Ignatius Ezeani - Lancaster University, UK Anna Furtado - University of Galway, Ireland Ona de Gibert - University of Helsinki, Finland Amal Htait - Aston University, UK Diptesh Kanojia - University of Surrey, UK Jaroslav Kopčan - Kempelen Institute of Intelligent Technologies, Slovakia Constantine Lignos - Brandeis University, USA Cedric Lothritz - Luxembourg Institute of Science and Technology, Luxembourg Anne-Marie Lutgen - University of Luxembourg, Luxembourg Sheng Li - Institute of Science Tokyo, Japan Veronika Lipp - Hungarian Research Centre for Linguistics, Hungary Vukosi Marivate - University of Pretoria, South Africa Muhidin Mohamed - Aston University, UK Simon Münker - Trier University, Germany Abiodun Modupe - University of Pretoria, South Africa Fred Philippy - University of Luxembourg, Luxembourg Md Nishat Raihan - George Mason University, USA Mariana Romanyshyn - Grammarly Guokan Shang - Mohamed bin Zayed University of Artificial Intelligence, France Ravi Shekhar - University of Essex, UK Archchana Sindhujan - University of Surrey, UK Hristo Tanev - Joint Research Centre, European Commission Uthayasanker Thayasivam - University of Moratuwa, Sri Lanka Raúl Vázquez - University of Helsinki, Finland Taro Watanabe - Nara Institute of Science and Technology, Japan- Zheng Xin Yong - Brown University, USA Alexandra Zbaganu - University of Bucharest, Romania 𝗢𝗿𝗴𝗮𝗻𝗶𝘀𝗶𝗻𝗴 𝗖𝗼𝗺𝗺𝗶𝘁𝘁𝗲𝗲 Hansi Hettiarachchi – Lancaster University, UK Tharindu Ranasinghe – Lancaster University, UK Alistair Plum – University of Luxembourg, Luxembourg Damith Premasiri – Lancaster University, UK Fiona Anting Tan – National University of Singapore, Singapore Lasitha Uyangodage – University of Münster, Germany 𝗔𝗱𝘃𝗶𝘀𝗼𝗿𝘀 Paul Rayson – Lancaster University, UK Ruslan Mitkov – Lancaster University, UK Mohamed Gaber – Queensland University of Technology, Australia 𝗦𝘂𝗽𝗽𝗼𝗿𝘁𝗲𝗱 𝗯𝘆 The workshop is supported in part by the Artificial Intelligence Journal, which promotes and disseminates AI research. 𝗖𝗼𝗻𝘁𝗮𝗰𝘁 𝘂𝘀 Contact us through loreslm.contact(a)gmail.com. Follow us on social media • LinkedIn - https://www.linkedin.com/company/loreslm/ • X - https://x.com/LoResLM2026 • BlueSky - https://bsky.app/profile/loreslm.bsky.social Best Regards Tharindu Ranasinghe, on behalf of the organising committee, LoResLM 2026 Dr Tharindu Ranasinghe | Lecturer in Security and Protection Science School of Computing and Communications | Lancaster University www.lancaster.ac.uk<https://www.lancaster.ac.uk/>

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Reminder: Two PhD positions at Leipzig University in Natural Language Processing/Computational Linguistics
by leonie.weissweiler＠lingfil.uu.se 01 Jan '26

01 Jan '26

There are two open PhD positions in Natural Language Processing available at the Institute for Computer Science at Leipzig University, in the group of Leonie Weissweiler. Potential research topics include but aren’t limited to: - Linguistic Interpretability - Multilingual Evaluation - Computational Typology Positions are fully funded for at least three years and will be affiliated with the ScaDS.AI graduate school. Ideal PhD candidates have a master's degree in computational linguistics, computer science or a related discipline. Positions: Full-time (TV-L E13) for 3 years Preferred start date: 1st of April 2026 More information: https://leonieweissweiler.github.io/phd_leipzig.pdf Application deadline: 15th of January 2026

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SPEAKABLE Co-located with LREC2026: 2nd CFP
by Davide LIGA 31 Dec '25

31 Dec '25

***APOLOGIES FOR CROSS-POSTING*** 2nd CfP: SPEAKABLE 2026 [??]Location: Palau de Congressos de Palma, Palma de Mallorca (Spain) [??] Website: https://speakable-2026.github.io/ We are pleased to announce the upcoming full-day SPEAKABLE 2026 Workshop on Speech Language Models in Low-Resource Settings: Performance, Evaluation, and Bias Analysis, co-located with LREC 2026 in Palma de Mallorca. This workshop brings together researchers, practitioners, and industry experts working to advance speech technology for under-resourced languages. We invite contributions that address the unique challenges and opportunities in this space. Workshop Topics of Interest We encourage submissions on (but not limited to): - Performance of speech language models in low-resource and underrepresented languages - Evaluation methodologies and creation of benchmarks for low-resource speech - Bias analysis, detection, and mitigation strategies in speech technologies - Real-world applications, deployment challenges, and case studies - Speech recognition, speech-to-text, language modeling, multilingual and cross-lingual approaches - Fairness, ethical considerations, and inclusive NLP for low-resource speech communities - Parameter-efficient adaptation methods and knowledge distillation for speech models - Edge-constrained inference and computational efficiency in low-resource settings --> SPEAKABLE will only accept direct submissions through the given Submission link: https://softconf.com/lrec2026/SPEAKABLE2026/<https://softconf.com/lrec2026/SPEAKABLE2026/login/scmd.cgi?scmd=logout> Invited Speaker Dr. Jordi Luque (Lead Research Scientist, Telefónica Research): https://eloquenceai.eu/imprint/ Further details will be posted on the workshop website. Info for Papers We welcome original research papers and ongoing work relevant to speech and language modeling for low-resource settings. Submissions should be 4 to 8 pages in length and follow the LREC 2026 stylesheet. Submissions should follow LREC formatting guidelines (https://lrec2026.info/authors-kit/). The maximum number of pages excludes potential Ethics Statements and discussion on Limitations, acknowledgements, and references, as well as data and code availability statements. Appendices or supplementary material are not permitted during the initial submission phase, as papers should be self-contained and reviewable on their own. Submissions will be judged on correctness, originality, technical strength, significance, relevance to the conference, and interest to the attendees. Papers must be of original, previously unpublished work. All submissions should follow the two-column LREC style guidelines. We strongly recommend the use of the LaTeX/Overleaf style files. All papers will undergo a double-blind peer review process, with final acceptance decisions made by the workshop chairs. Submissions that violate the requirements above will be rejected without review. Accepted papers will be presented as oral or poster presentations. The mode of presentation will be determined by the workshop chairs and does not reflect the quality of the submission. SPEAKABLE 2026 will primarily be an in-person event, but online participation will also be possible for participants who cannot travel to the conference. Important Dates Paper Submission Deadline: February 16, 2026 Notification of Acceptance: March 12, 2026 Camera-Ready Papers: March 30, 2026 Workshop Date: May 2026 (11/05/2026) All deadlines are anywhere-on-earth (AoE). Workshop Organizers Nina Hosseini-Kivanani (RTL & University of Luxembourg, Luxembourg) Alessio Brutti (Fondazione Bruno Kessler, Italy) Marco Matassoni (Fondazione Bruno Kessler, Italy) Sandipana Dowerah (Tallinn University of Technology, Estonia) Davide Liga (University of Luxembourg, Luxembourg) Christoph Schommer (University of Luxembourg, Luxembourg) [??] Learn more and submit: https://speakable-2026.github.io/ For questions, contact: speakable2026(a)gmail.com<mailto:speakable2026@gmail.com> Best regards, Davide Liga (on behalf of the organizers)

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3rd CFP: International Conference ‘New Trends in Translation and Interpreting Technology’ (NeTTIT’2026)
by Constantin Orasan 31 Dec '25

31 Dec '25

International Conference ‘New Trends in Translation and Interpreting Technology’ (NeTTIT’2026) Dubrovnik, Croatia, 24-27 June 2026 Third Call for Papers # The conference The third edition of the International Conference ‘New Trends in Translation and Interpreting Technology’ (NeTTIT’2026) will take place in Dubrovnik, Croatia from 24 to 27 June 2026. The objective of the conference is (i) to bridge the gap between academia and industry in the field of translation and interpreting by bringing together academics in linguistics, translation and interpreting studies, machine translation and natural language processing, developers, practitioners, language service providers and vendors who work on or are interested in different aspects of technology for translation and interpreting, and (ii) to be a distinctive event for discussing the latest developments and practices. NeTTIT’2026 invites all professionals who would like to learn about the new trends, present the latest work or/and share their experience in the field, and who would like to establish business and research contacts, collaborations and new ventures. The conference will include plenary presentations (research and user presentations, keynote speeches), poster sessions and panel discussions. All submitted papers will be peer-reviewed by experts, and the accepted papers will be published as open-access conference e- proceedings which will be available at the time of the conference. # Conference topics Contributions are invited on any topic related to latest technology and practices in translation, subtitling, localisation, interpreting, machine translation and Large Language Models used in translation and interpreting. NeTTIT’2026 will feature a Special Theme Track "Future of Translation and Interpreting Technologies in the Era of LLMs and Generative AI". The conference topics include but are not limited to (see also the special conference theme below): ## CAT tools - Translation Memory (TM) systems - NLP and MT for translation memory systems - Terminology extraction tools - Localisation tools ## Machine Translation - Latest developments in Neural Machine Translation - MT for under-resourced languages - MT with low computing resources - Multimodal MT - Integration of MT in TM systems - Resources for MT ## Technologies for MT deployment - MT evaluation techniques, metrics and evaluation results - Human evaluations of MT output - Evaluating MT in a real-world setting - Quality estimation for MT - Domain adaptation ## Translation Studies - Corpus-based studies applied to translation - Corpora and resources for translation - Translationese - Cognitive effort and eye-tracking experiments in translation ## Interpreting studies - Corpus-based studies applied to interpreting - Corpora and resources for interpreting - Interpretese - Resources for interpreting and interpreting technology applications - Cognitive effort and eye-tracking experiments in interpreting ## Interpreting technology - Machine interpreting - Computer-aided interpreting - NLP for dialogue interpreting - Development of NLP based applications for communication in public service settings (healthcare, education, law, emergency services) ## Emerging Areas in Translation and Interpreting - MT and translation tools for literary texts and creative texts - MT for social media and real-time conversations - Sign language recognition and translation ## Subtitling - NLP and MT for subtitling - Latest technology for subtitling ## User needs - Analysis of translators’ and interpreters’ needs in terms of translation and interpreting technology - User requirements for interpreting and translation tools - Incorporating human knowledge into translation and interpreting technology - What existing translators’ (including subtitlers’) and interpreters’ tools do not offer - User requirements for electronic resources for translators and interpreters - Translation and interpreting workflows in larger organisations and the tools for translation and interpreting employed ## The business of translation and interpreting - Translation workflow and management - Technology adoption by translators and industry - Setting up translation /interpreting / language provider company ## Teaching translation and interpreting - Teaching Machine Translation - Teaching translation technology - Teaching interpreting technology - Latest AI developments in the syllabi of translation and interpreting curricula ## Ethical issues in translation and technology - Bias and fairness in MT - Privacy and security in cloud MT systems - Transparency and explainability of MT systems - Environmental impact on MT systems # Special Theme Track - Future of Translation and Interpreting Technologies in the Era of LLMs and Generative AI We are excited to share that NeTTIT’2026 will have a special theme with the goal of stimulating discussion around Large Language Models, Generative AI and the Future of Translation and Interpreting Technologies. While the new generation of Large Language Models such as CHATGPT, Gemini, Claude, DeepSeek and LLAMA showcase remarkable advancements in language generation and understanding, we find ourselves in uncharted territory when it comes to their performance on various Translation and Interpreting Technology tasks with regards to fairness, interpretability, ethics and transparency. The theme track invites studies on how LLMs perform on Translation and Interpreting Technology tasks and applications, and what this means for the future of the field. The possible topics of discussion include (but are not limited to) the following: - Changes in (and the impact on) the translators and interpreters’ professions in the new AI era especially as a result of the latest developments in LLMs and Generative AI - Generative AI and translation - Generative AI and interpreting - Augmenting machine translation systems with generative AI - Domain and terminology adaptation with Large Language Models - Literary translation with Large Language Models - Translation for low-resourced and minority languages with LLMs - Improving Machine Translation Quality with Contextual Prompts in Large Language Models - Prompt engineering for translation - Generative AI for professional translation - Generative AI for professional interpreting # Invited speaker Yves Champollion, Wordfast LLC (more names will be announced in future calls) # Submissions and publication NeTTIT’2026 invites the following types of submissions in English: ## Academic papers - Regular long papers: These can be up to eight (8) pages long, presenting substantial, original, completed, and unpublished work. - Short papers: These can be up to four (4) pages long and are suitable for describing small, focused contributions, work-in-progress, negative results, system demonstrations, etc. ## User papers – for industry and practitioners. References to related work are optional. Allowed paper length: between 2 and 4 pages. Submission link – Papers should be submitted through Softconf/START using the following link: https://softconf.com/p/nettit2026/user/ The conference will not consider and evaluate abstracts only. Further details on the submission procedure will be made available on the conference website. The accepted papers will be published in the conference e-proceedings with assigned ISBN and DOI and made available online on the conference website at the time of the conference. # Important dates - Submissions due: 23 March 2026 - Reviewing process: 25 March-25 April 2026 - Notification of acceptance: 28 April 2026 - Camera-ready due: 25 May 2026 - Conference camera-ready proceedings ready 15 June 2026 - Conference: 24-27 June 2026 # Conference Chairs - Gloria Corpas Pastor (University of Malaga) - Ruslan Mitkov (Lancaster University and University of Alicante) - Marko Tadic (University of Zagreb) # Programme Committee Chairs - Constantin Orasan (University of Surrey) - Tharindu Ranasinghe (Lancaster University) # Publication Chairs - Marie Escribe (LanguageWire and Polytechnic University of Valencia, Spain) - Alicia Picazo Izquierdo (University of Alicante, Spain) # Publicity and Sponsorship Chair - Vilelmini Sosoni (Ionian University) # Programme committee - Khetam Al Sharou, Dublin City University, Ireland - Lama Al-oqili, University of Liverpool, UK - Abdelalah Alsolami, University of Jeddah, Saudi Arabia - Silvia Bernardini, University of Bologna, Italy - Alba Bonet Jover, University of Alicante, Spain - Pierrette Bouillon, University of Geneve, Switzerland - Vicent Briva-Iglesias, Dublin City University, Ireland - Elena Calzada, ONCALL Language Services, London and Madrid Open University, Spain - Parthena Charalampidou, Aristotle University of Thessaloniki, Greece - Helle Dam Jensen, Aarhus University, Denmark - Anna Beatriz Dimas Furtado, University of Galway - Michael Farrell, University Institute of Modern Languages, Italy - Maria Fernandez-Parra, Swansea University, UK - Ɫukasz Grabowski, University of Opole, Poland - Manuel Herranz , Pangeanic, Spain - Hansi Hettiarachchi, Lancaster University, UK - Kristian Hvelplund, University of Copenhagen, Denmark - Miguel A Jimenez Crespo, Rutgers University, USA - Valentini Kalfadopoulou, Ionian University, Greece - Dorothy Kenny, Dublin City University, Ireland - Ekaterina Lapshinova-Koltunski , Hildesheim University, Germany - Raquel Lazaro Gutierrez, Alcalá University, Spain - Todor Lazarov, New Bulgarian University, Bulgaria - Defeng Li, University of Macau, Macau - Elpida Loupaki, Aristotle University of Thessaloniki, Greece - Elizabeth Marshman, Ottawa University, Canada - Khadidja Merakchi, Heriot Watt University, UK - Judyta Mężyk, University of Silesia, Poland - Núria Molines Galarza, Valencia University, Spain - Johanna Monti, Naples University, Italy - Ricardo Muñoz Martín, Bologna University, Italy - Jean Nitzke, University of Adger, Norway - Laura Noriega, University of Malaga, Spain - Lucas Nunes Vieira, Bristol University, UK - David Orrego-Carmona, Warwick University, UK - John E. Ortega, Northeastern University, USA - Timea Palotai-Torzsas, Juremy - Damith Premasiri, Lancaster University, UK - Ming Qian, Charles River Analytics, USA - Rozane Rebechi, Universidade Federal do Rio Grande do Sul, Brazil - Natália Resende, Dublin City University, Ireland - Matt Riemland, Heriot-Watt University, UK - Serge Sharoff, Leeds University, UK - Mark Shuttleworth, The Hang Seng University of Hong Kong, Hong Kong - Elena Isabelle Tamba, Romanian Academy, Romania - Shiyi Tan, University of Surrey, UK - Irina Temnikova, "Big Data for Smart Society" Institute, Bulgaria - Eleni Tziafa, University of Athens, Greece - Cecilia Yalangozian, Machine Translate, USA - Han Xu , Hong Kong Polytechnic University, Hong Kong - Sudhansu Bala Das, University of Galway, Ireland - Coco Xiaojing Zhao, The Hong Kong Polytechnic University, Hong Kong - Shuyin Zhang, The Chinese University of Hong Kong, Hong Kong # Venue The conference will take place at the Centre for Advanced Academic Studies (CAAS) of the University of Zagreb (http://www.caas.unizg.hr/) in Dubrovnik. # Sponsorship opportunities Companies working in the fields of translation technology, interpreting technology and/or related fields, are welcome to familiarise themselves with the sponsorship opportunities that the conference offers. Please visit https://nettt-conference.com/2026/sponsors/ for more details. # Further information and contact details The conference website (https://nettt-conference.com/) will be updated on a regular basis. For further information, please email nettit2026(a)nettt-conference.com. You can also follow us on social media for updates and announcements. LinkedIn - https://www.linkedin.com/company/nettit2026/ Twitter/X - https://x.com/NeTTIT2026 --- Prof Constantin Orăsan Professor of Language and Translation Technologies Centre for Translation Studies | School of Literature and Languages Personal page: https://www.surrey.ac.uk/people/constantin-orasan Office: 06LC03, Phone: +44 (0) 1483 68 4115 Library and Learning Centre, University of Surrey, Guildford, Surrey, GU2 7XH, UK

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[2nd CfP] Workshop on AI and Semantic Technologies for Scientific, Technical, and Legal Web co-located with The Web Conference 2026 - Dubai
by ddessi＠sharjah.ac.ae 30 Dec '25

30 Dec '25

Call for Papers 4th Int. Workshop on AI and Semantic Technologies for Scientific, Technical, and Legal Web co-located with The Web Conference 2026 Workshop: April 13 or 14, 2026 - Dubai, UAE https://semtech4stld.github.io/ ----------------------------------------------------- Important Dates ----------------------------------------------------- Abstract Submissions: January 5th, 2026 (1 week left!!) Paper Submissions: January 12th, 2026 Notifications: January 25th, 2026 Camera-Ready Contributions: February 2nd, 2026 Workshop: April 13 or 14, 2026 - Dubai, UAE All deadlines are 11:59 pm, AoE time (Anywhere on Earth). ------------------------------------------------------ Workshop Aims and Scope ------------------------------------------------------ The SemTech 2026 workshop focuses on methods that combine Semantic Web technologies, Natural Language Processing, Large Language Models (LLMs), and other AI technologies to model knowledge across scientific, technical, and legal domains. The workshop invites research on knowledge graph creation, semantic annotation, LLM–KG hybrid reasoning, and trustworthy AI pipelines that enhance the reliability, interpretability, and reuse of Web data. This is particularly timely as the Web community seeks robust approaches to integrate symbolic and sub-symbolic methods for managing and understanding the growing body of domain-specific knowledge on the Web ------------------------------------------------------- Workshop Topics ------------------------------------------------------- We invite contributions on topics related to Semantic Web technologies and deep learning, particularly in the context of scientific, technical, and legal data. Areas of interest include, but are not limited to, the following areas: Data Collection - Leveraging LLMs for generating scientific, technical, and legal data. - New tools and systems for capturing scientific, technical, and legal data, such as scientific articles, patent publications, etc. - Procedures and tools for storing, sharing, and preserving data on the Web. - Collecting and sharing data sets such as benchmarks, etc. - Pipelines and protocols to capture peculiarities from Web data. - Employing Semantic Web Technologies to represent and preserve sensitive data in terms of ethics, privacy, security, and trust on the Web. Novel Semantic Technologies for scientific, technical, and legal web: - Ontologies and annotation schemas to model such data. - Annotation, linking, and disambiguation of the data. - Knowledge graph construction. - LLMs to generate metadata, vocabularies, ontologies, and semantic models for specific data. Applications for patents, scientific, technical, and legal web: - Applications based on Generative AI and LLMs. - Exploiting knowledge graphs for document similarity, question answering, search, etc. - Semantic content-based retrieval. - Natural language processing techniques for classification, summarization, etc. - Exploratory search using semantic technologies on scientific, technical, and legal data. - Key enabling tools (also based on LLMs) for accessing and using data on the Web. - Lessons learned and use cases from both academia and industry around semantic models and LLMs for data in specific domains. ------------------------------------------------------- Submission Details ------------------------------------------------------- Formatting Requirements. Submissions must be written in English, in double-column format, and must adhere to the ACM template and format (also available in Overleaf). The review process will follow a single-blind protocol. Key Participation Requirement: At least one author per paper must be registered for the workshop, attend in person, and present their work. - Full Research Papers (6-8 pages maximum) should be clearly placed with respect to the state of the art and state the contribution of the proposal in the domain of application, even if presenting preliminary results. In particular, research papers should describe the methodology in detail, experiments should be repeatable, and a comparison with the existing approaches in the literature is encouraged. - Replicability/Reproducibility papers (4 pages) should involve repeating prior experiments using the source code and datasets to analyze existing methods and their limitations. Alternatively, authors may assess the robustness of previous work by applying the original code in new contexts, such as different domains or datasets. - Short Papers (4 pages) should describe significant novel work in progress. Compared to full papers, their contribution may be narrower in scope, be applied to a narrower set of application domains, or have weaker empirical support than that expected for a full paper. Submissions likely to generate discussions in new and emerging areas of legal data are encouraged. Submissions should not exceed the indicated number of pages, including any diagrams and references. PROCEEDINGS PUBLICATION Papers accepted by the workshop will be included in the Companion Proceedings of the Web Conference 2026, which are archived in the ACM Digital Library, subject to meeting the ACM open-access, formatting guidelines, and camera-ready timeline as provided and observed by the ACM Web Conference. See the section Important update on ACM's new open access publishing model for 2026 ACM Conferences! on the conference website. --------------------------------------------------------- Workshop Chairs --------------------------------------------------------- Rima Dessi´ Higher Colleges of Technology, United Arab Emirates (UAE) Hidir Aras FIZ Karlsruhe - Leibniz Institute for Information Infrastructure, Germany Jeenu Joy FIZ Karlsruhe - Leibniz Institute for Information Infrastructure, Germany Danilo Dessi´ Department of Computer Science, College of Computing and Informatics, University of Sharjah, Sharjah, UAE Francesco Osborne The Open University, Milton Keynes, United Kingdom ----------------------------------------------------------- Contacts ----------------------------------------------------------- For general inquiries on the workshop, please send an email to ddessi(a)sharjah.ac.ae

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Call for Papes - LPKM 2026 conference
by imen touati 29 Dec '25

29 Dec '25

📢 Call for Papers – LPKM 2026 | Sousse, Tunisia 🇹🇳 The ANLP Research Group (MIRACL Laboratory, University of Sfax, Tunisia) is pleased to announce the 4th International Conference on Language Processing and Knowledge Management (LPKM 2026), which will be held in Sousse, Tunisia, from May 5 to 7, 2026. 📍 Sousse, Tunisia 📅 May 5–7, 2026 LPKM 2026 provides an international forum to present cutting-edge research, foster interdisciplinary collaboration, and address emerging challenges in language processing, knowledge management, artificial intelligence, and intelligent systems. 🔬 Main Topics (non-exhaustive) 🧠 Artificial Intelligence & Data Science 🔹 AI & Intelligent Agents 🔹 Machine Learning 🔹 NLP & Large Language Models (LLMs) 🔹 Data Science & Knowledge Engineering 🔹 Computer Vision & Image Processing 🖥️ Systems, Software & Security 🔹 Systems and Computing 🔹 Information Systems 🔹 Software Engineering & Architecture 🔹 System and Software Security 🔹 Cloud Computing, IoT & Blockchain 📐 Theory & Formal Methods 🔹 Algorithms, Automata & Complexity 🔹 Logic, Semantics & Programming Theory 🔹 Static Analysis, Verification & Testing 🌍 Cross-Domain AI Applications 🔹 AI in Healthcare 🔹 AI in Auditing 🔹 AI in Taxation, Economics, and Management 🔹 AI in Finance and Financial Systems 🔹 AI in Fraud Detection and Risk Management 🔹 AI in Intelligent Automation 📝 Paper Submission 📄 PDF submission via CMT 👉 https://lnkd.in/emf9p-s8 🗣️ Language: English 📑 Max length: 10 pages (Springer LNCS format) ⏰ Important Dates 📌 Paper Submission Deadline: 15 January 2026 📌 Notification of Acceptance: 5 March 2026 📌 Camera-Ready Submission: 20 March 2026 📌 Conference Dates: 5–7 May 2026 🌐 Conference Website 👉 https://lnkd.in/dcKfHn9u 📧 Contact: lpkm2026(a)fsegs.u-sfax.tn ✨ We look forward to welcoming you to LPKM 2026! ✨ 🔁 Feel free to share with interested colleagues and research networks. ___________________________ _______________________________________Dr. Imen TouatiPhd in Computer sciences Email : ismi_touati(a)yahoo.frResearchGate: Imen TouatiSite Web : https://sites.google.com/site/imentozeur/DBLP : https://dblp.org/pid/167/4856.htmlORCID ID : https://orcid.org/0000-0003-3470-3444 Google Scholar : https://scholar.google.com/citations?user=THOtuH8AAAAJ&hl=fr Web of Science Researcher ID : HNS-9123-2023 Adresse : FSEGS, B.P. 1088,3018 Sfax, Tunisie_____________________________

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European Summer University in Digital Humanities 2026: Save the Dates!
by Elisabeth Burr 27 Dec '25

27 Dec '25

Dear colleagues, We’re excited to announce that the European Summer University in Digital Humanities will take place at Université Marie-et-Louis-Pasteur, Besançon, from July 6 to July 18, 2026! Each year this intensive two-week program brings together scholars, students, and practitioners from across the Digital Humanities to learn, collaborate, and explore innovative research methods. Stay tuned: we aim to open the call for participants late February once we finalise the workshops. In the meantime, you can explore the previous school’s offerings and archives here <https://esudh.github.io/esubesancon/>. If you have any questions at this stage, please feel free to contact the ESU steering committee at esudhsteering [@] gmail.com or the local organiser, Fred Spagnoli, at frederic.spagnoli [@] univ-fcomte.fr. With best wishes for the winter holidays, Elisabeth Burr on behalf of Fred Spagnoli(local organiser) & Artjoms Šeļa (steering committee) ______________________________ Prof. Dr. phil. Elisabeth Burr Französische, frankophone und italienische Sprachwissenschaft Gründerin und Direktorin der European Summer University in Digital Humanities "Culture & Technology" (ESU DH C&T) 2009-2022 (https://esu.fdhl.info/) Präsidentin der European Association for Digital Humanities (EADH) 2016-2023 (https://eadh.org/) (Vize-)Präsidentin des Constituent Organisations Board der Alliance of Digital Humanities Organisations (ADHO) 2019-2021 (https://adho.org/) Vorsitzende des Wissenschaftlichen Programmkomitees von EADH2020-2021, Krasnoyarsk (https://eadh2020-2021.org/) Universität Leipzig Beethovenstr. 15 D-04107 Leipzig https://home.uni-leipzig.de/burr/

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Call for Participation: OSACT7 Shared Tasks — LREC 2026
by Sharefah A. Al Ghamdi 26 Dec '25

26 Dec '25

Dear all, Registration is now open for the shared tasks at OSACT7, the 7th Workshop on Open-Source Arabic Corpora and Processing Tools, co-located with LREC 2026 in Palma, Mallorca, Spain (11–16 May 2026). Participating teams will have the opportunity to submit a system paper. Accepted papers, following peer review, will be published in the OSACT 2026 workshop proceedings on the ACL Anthology. Shared Tasks 1- QIAS 2026: Questions & Answers in Islamic Studies Assessment Website: https://sites.google.com/view/qias2026/<https://sites.google.com/view/qias2026/> 2- AdabEval 2026: Arabic Politeness Detection Website: https://sites.google.com/view/adabeval2026/home 3- AraSentEval 2026: A Shared Task on Sentiment Analysis and Swapping in Arabic Website: https://ezzini.github.io/AraSentEval/ 4- AraHAHA 2026: Arabic Humour Generation Website: https://sites.google.com/view/arhaha2026/home 5- KSAA 2026: Arabic Speech Dictation with Automatic Diacritisation Website: https://arai.ksaa.gov.sa/sharedTask2026/ We warmly invite researchers and practitioners to participate. Full details, including datasets, evaluation protocols, and timelines, are available on the respective shared task websites. For general information about OSACT7 and workshop participation, please visit the official workshop page: https://osact-lrec.github.io/ Best regards, OSACT7 Organizing Committee ________________________________ Disclaimer: This communication is intended for the above named person and is confidential and / or legally privileged. Any opinion(s) expressed in this communication are not necessarily those of KSU (King Saud University). If it has come to you in error you must take no action based upon it, nor must you print it, copy it, forward it, or show it to anyone. Please delete and destroy the e-mail and any attachments and inform the sender immediately. Thank you. KSU is not responsible for the political, religious, racial or partisan opinion in any correspondence conducted by its domain users. Therefore, any such opinion expressed, whether explicitly or implicitly, in any said correspondence is not to be interpreted as that of KSU. KSU may monitor all incoming and outgoing e-mails in line with KSU business practice. Although KSU has taken steps to ensure that e-mails and attachments are free from any virus, we advise that, in keeping with best business practice, the recipient must ensure they are actually virus free.

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