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First Call for NLP for Positive Impact Workshop @ ACL 2025
by Daryna Dementieva 02 Jan '25

02 Jan '25

Dear community! With one step into a new year, we are delighted to invite you for submission to the Fourth Workshop on NLP for Positive Impact co-located at ACL 2025! Workshop website: https://sites.google.com/view/nlp4positiveimpact <https://sites.google.com/view/nlp4positiveimpact>Call for paper: https://sites.google.com/view/nlp4positiveimpact/call-for-papers-2025 Submission methods: ACL Rolling Review (ARR) both commitment and direct submissions. We also accept non-archival submissions. Important dates: *ARR-cycle Submission Due*: February 15th, 2025 *ARR Reviewed Submissions Commitment Due*: April 20th, 2025 *Direct Submissions Due*: March 2nd, 2025 via https://openreview.net/group?id=aclweb.org/ACL/2025/Workshop/NLP4PosImpact *Notification of Acceptance* (both channels): April 30th, 2025 *Camera-Ready Papers Due*: May 16th, 2025 *Workshop Date*: July 31st or August 1st 2025 (co-located with ACL 2025) All deadlines are 11:59 PM (Anywhere on Earth) Workshop Summary The increasing adoption of language-oriented AI systems offers unprecedented opportunities for positive societal impact. NLP technologies have matured to the point where they can meaningfully contribute to addressing global challenges like poverty, hunger, healthcare, education, inequality, COVID-19, and climate change, aligning with the UN sustainability goals. This workshop aims to advance innovative NLP research that benefits society, emphasizing responsible methods and impactful applications. We welcome submissions in areas including, but not limited to: - Grounding NLP in Real-World Impact: Beyond improving model performance, how can NLP systems be directly tied to social outcomes? This could include case studies of real-world deployments or strategies for better deployment and maintenance practices. - Underexplored Applications: While NLP for healthcare and mental well-being is well-established, we encourage research tackling overlooked areas such as poverty, hunger, energy, and climate change. - Interdisciplinary Collaborations: We highly value work that integrates insights from other fields, such as social science, political science, economics, philanthropy, and HCI, and we encourage submissions of case studies or examples that highlight such collaborations. Special Theme: NLP for Climate Change This year, we spotlight NLP’s role in addressing climate change—an area that remains underexplored in the NLP community. We invite research on climate-focused applications, such as fact-checking, question-answering, and initiatives to make NLP models more environmentally sustainable. Attendees will have the chance to share results and ideas with NGO representatives working on climate issues. Submission Types We encourage diverse contributions, including: - Identifying social needs and affected demographics. - Proposing new tasks or directions through position papers. - Conducting literature reviews or philosophical discussions on NLP’s societal impact. - Designing user studies, surveys, or ethical frameworks. - Exploring interdisciplinary methods and collaboration strategies. Submissions must address the ethical and societal implications of the work, with a clear focus on defining and achieving positive impact. We look forward to fostering discussions that inspire actionable, responsible advancements in NLP for the greater good. Papers Format Both long and short paper submissions should follow all of the ARR submission requirements https://aclrollingreview.org/cfp#paper-submission-information, including: Long Papers <https://aclrollingreview.org/cfp#long-papers>(8 pages) and Short Papers (4 pages). Organizers Katherine Atwell (Northeastern University) Prof. Laura Biester (Middlebury College) Angana Borah (University of Michigan) Dr. Daryna Dementieva (Technical University of Munich) Prof Oana Ignat (Santa Clara University) Dr. Neema Kotonya (Dataminr) Ziyi Liu (University of Southern California) Ruyuan Wan (Pennsylvania State University) Prof Steven Wilson (University of Michigan-Flint) Prof Jieyu Zhao (University of Southern California) Steering Committee Prof Rada Mihalcea (University of Michigan) Dr. Joel Tetreault (Dataminr) Contact Email: nlp4pi.workshop(a)gmail.com All positive regards, Daryna Dementieva On behalf of NLP4PI Workshop Organizers

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1st Call for participation: Robust WSI Shared Task @ CoNLL-2025
by Ondřej Herman 02 Jan '25

02 Jan '25

Dear colleagues, We invite you to participate in the Robust Word Sense Induction shared task, which is organized as a part of CoNLL-2025 in Vienna (31.7 - 1. 8. 2025). TASK OVERVIEW The task focuses on unsupervised word sense induction without relying on predefined sense inventories. Participants will receive sentences containing target words and cluster them according to word sense usage. What makes this task unique is the novel evaluation approach using multi-annotated data and robust metrics that account for natural sense ambiguity and provide a fairer evaluation compared to traditional approaches. The benchmark datasets will be available in English, Czech, German, Spanish, Estonian and Chinese. IMPORTANT DATES 30. 1. 2025 - Trial data available 15. 2. 2025 - Test data available, evaluation starts 15. 4. 2025 - Test phase ends 22. 4. 2025 - Submission of system description papers 31. 7. 2025 or 1. 8. 2025 - The CoNLL-2025 workshop at ACL 2025 in Vienna For more information and participation instructions, please visit https://projects.sketchengine.eu/conll2025/. This shared task is organized by Ondřej Herman, Miloš Jakubíček, Pavel Rychlý and Vojtěch Kovář at Lexical Computing and Masaryk University. If you have any questions, please contact us at conll2025(a)sketchengine.eu. Best regards, The Shared Task Organizers

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Call for Papers: Corpus Linguistics 2025
by Robbie Love 02 Jan '25

02 Jan '25

Dear colleagues Happy New Year! This is a reminder that the submission deadline for the international Corpus Linguistics conference 2025 (CL2025) is Friday 17th January. The Call for Papers can be found on the CL2025 conference website: https://www.cl2025.co.uk/call-for-papers CL2025 is co-organised by Aston University, Birmingham City University, and the University of Birmingham and will take place from Monday 30th June - Thursday 3rd July 2025 at Aston University<https://www.aston.ac.uk/>, preceded by a workshop day on Sunday 29th June (please note the minor amendment to the originally announced conference dates). CL2025 welcomes submissions for paper presentations, poster presentations, thematic panels, and pre-conference workshops that engage in some way with the tools, methods, and techniques of corpus linguistics. KEY DATES * Submission deadline: 17th January 2025 * Notification of acceptance: 28th February 2025 * Early bird registration deadline: 2nd May 2025 * Conference dates: 30th June - 3rd July 2025 PLENARY SPEAKERS * Laurence Anthony (Waseda University, Japan) * Gavin Brookes (Lancaster University, UK) * Elizabeth Hanks (Northern Arizona University, USA) * Pascual Pérez-Paredes (University of Murcia, Spain) * Anna Marchi (University of Bologna, Italy) & Charlotte Taylor (University of Sussex, UK) For further information, please visit the conference website at www.cl2025.co.uk<http://www.cl2025.co.uk> or write to the CL2025 organising committee at corpuslinguistics2025(a)gmail.com<mailto:corpuslinguistics2025@gmail.com>. Best wishes Robbie Love On behalf of the CL2025 Organising Committee: Matt Gee (Birmingham City University), Andrew Kehoe (Birmingham City University), Joyce Lim (Aston University), Robbie Love (Aston University), Mark McGlashan (University of Liverpool), Akira Murakami (University of Birmingham), Paul Thompson (University of Birmingham) Dr Robbie Love (he/him) BA (Hons), ma, phd, cdls, fhea Senior Lecturer in English Language and Linguistics Programme Development Lead Department of Communication and Culture School of Law and Social Sciences Aston University, Birmingham, UK [Aston University] Newsletter Editor, British Association for Applied Linguistics (BAAL)<https://www.baal.org.uk/> Convenor, BAAL Corpus Linguistics Special Interest Group<https://baal-clsig.weebly.com/> Organising Committee, Corpus Linguistics Conference 2025<https://www.cl2025.co.uk/> Research profile: research.aston.ac.uk/en/persons/robbie-love<https://research.aston.ac.uk/en/persons/robbie-love> Website: robbielove.org/<https://robbielove.org/>

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New Issue of the Journal of Digital Islamicate Research
by Mai Zaki 02 Jan '25

02 Jan '25

Dear list members, Happy New Year! We are thrilled to kick off 2025 with exciting news: the publication of Volume 2 of the *Journal of Digital Islamicate Research* ( *JDIR*), a peer-reviewed journal published by *Brill*. As the only journal dedicated to research in the field of digital humanities related to the languages and cultures of the Arab and Islamic world, *JDIR* offers a unique platform for groundbreaking scholarship in this interdisciplinary domain. I am honored to serve as co-editor-in-chief alongside my esteemed colleague, Eid Mohamed. We invite you to explore the latest volume, which you can access here (open access): https://brill.com/view/journals/jdir/2/1-2/jdir.2.issue-1-2.xml We welcome research paper submissions throughout the year via the Editorial Manager on our website <https://brill.com/view/journals/jdir/jdir-overview.xml?contents=editorialco…>. If you are working on related topics, we encourage you to consider *JDIR* for your next publication. Wishing you all a year filled with inclusive practices in academia and impactful contributions to the field. Warm regards, Mai Zaki Co-Editor-in-Chief, *Journal of Digital Islamicate Research*

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CLEF-2025 CheckThat! Lab -- Call for Participation
by Firoj Alam 30 Dec '24

30 Dec '24

(apologies for cross-posting) Dear colleague, We invite you to participate in the 2025 edition of the CheckThat! Lab at CLEF 2025. This year, we feature four tasks ---one follow-up and three new--- that correspond to important components within and around the full fact-checking pipeline in multiple languages: Task 1 Subjectivity in news articles. to spot text that should be processed with specific strategies; benefiting the fact-checking pipeline. Available in Arabic, English, Bulgarian, German, Italian, and Multilingual. Task 2 Claim Normalization. to simplify the primary claim made in the social media post into a concise form. This task is offered in 20 languages: English, Arabic, Bengali, Czech, German, Greek, French, Hindi, Korean, Marathi, Indonesian, Dutch, Punjabi, Polish, Portuguese, Romanian, Spanish, Tamil, Telugu, Thai. Task 3 Fact-Checking Numerical Claims. to verify claims with numerical quantities and temporal expressions. Available in Arabic, English and Spanish. Task 4 Scientific Web Discourse Processing (SciWeb). to (a) classify different forms of science-related online discourse and (b) retrieve the scientific paper that serves as the source for the claim from a given pool of candidate scientific papers. Available in English. Register and participate: https://clef2025-labs-registration.dei.unipd.it/registrationForm.php Further information: https://checkthat.gitlab.io/ Datasets: https://gitlab.com/checkthat_lab/clef2025-checkthat-lab Important Dates --------------------- - November 2024: Lab registration opens - December 2024: Release of the training materials - 25 April 2025: Lab registration closes - 30 April 2025: Beginning of the evaluation cycle (test sets release) - 10 May 2025 (23:59 AOE): End of the evaluation cycle (run submission) - 30 May 2025: Deadline for the submission of working notes [CEUR-WS] - 30 May – 27 June 2025: Review process of participant papers - 9 June 2025: Submission of Condensed Lab Overviews [LNCS] - 16 June 2025: Notification of Acceptance for Condensed Lab Overviews [LNCS] - 23 June 2025: Camera Ready Copy of Condensed Lab Overviews [LNCS] due - 27 June 2025: Notification of Acceptance for Participant Papers [CEUR-WS] - 7 July 2025: Camera Ready Copy of Participant Papers and Extended Lab Overviews [CEUR-WS] due - 21-25 July 2025: CEUR-WS Working Notes Preview for Checking by Authors and Lab Organizers - 9-12 September 2025: CLEF 2025 Conference in Madrid, Spain Best regards, The CLEF-2025 CheckThat! Lab Shared Task Organizers

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Call for workshop proposals: RANLP-2025: 15th Conference on Recent Advances in Natural Language Processing
by Dola Mullage, Damith (Postgraduate Researcher) 28 Dec '24

28 Dec '24

Call for Workshop Proposals ================================================ RANLP-2025: 15th Conference on Recent Advances in Natural Language Processing Summer School DLinNLP 3-5 September 2025 (Wednesday-Friday) Tutorials 6-7 September 2025 (Saturday-Sunday) Main conference: 8-10 September 2025 (Monday-Wednesday) Workshops and Shared Tasks: 11-13 September 2025 (Thursday-Saturday) Varna, Bulgaria https://ranlp.org/ranlp2025/ ================================================ Following the workshops held in conjunction with the Conferences "Recent Advances in Natural Language Processing" RANLP-2005, RANLP-2007, RANLP-2009, RANLP-2011, RANLP-2013, RANLP-2015, RANLP-2017, RANLP-2019, RANLP-2021 and RANLP-2023, we are pleased to announce a call for workshop proposals for RANLP-2025. RANLP-2025 invites workshop proposals on any topic of interest to the Natural Language Processing (NLP) community, ranging from fundamental research issues to more applied industrial or commercial aspects. We encourage workshops related to (or discussing the employment of) the latest NLP methods including Large Language Models/Generative AI. Workshops can vary in length from a half day to full 1-2 days and can also feature demo sessions. The format of each workshop (face-to-face or hybrid) can be determined by its organisers the condition being that onsite sessions are held in Varna for the whole workshop duration so that other RANLP participants can take part in the event. Accepted workshops will receive one free registration to RANLP-2025 (full registration including the summer school, tutorials, all workshops, main conference, reception, conference dinner). VENUE The workshops will take place in Hotel "Cherno More", Varna, the main RANLP-2025 conference venue. If more than 5 workshops are selected, the RANLP-2025 organisers will provide conference halls in some of the neighbouring hotels or universities in downtown Varna. IMPORTANT DATES Workshop proposals due: 15 March 2025 Workshop selection: 22 March 2025 Workshop website due: 5 April 2025 Workshop paper submission deadline (suggested): 30 June 2025, immediately after RANLP notification Workshop paper acceptance notification (suggested): 28 July 2025 Workshop paper camera-ready versions (suggested): 20 August 2025 Workshop camera-ready proceedings ready (suggested): 31 August 2025 Workshops: 11-13 September 2025 REQUIREMENTS Proposals should be no longer than five pages and should contain the following: 1. Title and brief technical description of the workshop, specifying the goals and the technical issues that it will focus on; 2. Brief description of the target audience, including estimates of the numbers of submissions and attendees (a tentative list of potential contributors would be useful); 3. List of related workshops/events held in the last three years or to be held in 2025; 4. Tentative workshop program committee; 5. Names and contact information (web page, email address) of the proposed organising committee; 6. Description of the experience of the proposed organisers in the workshop topics and in organising workshops or related events. The workshop Organising Committee is responsible for the following: * Setting up and maintaining the workshop website; * Disseminating call for papers/participation; * Organising paper submission, review process, authors notification, and collecting audio/visual presentation requirements; * Verifying the camera-ready copies, providing electronic conference proceedings which are to be generated with the conference management system START; * In case of hybrid workshops, organising an onsite workshop component and chairing the live sessions in Varna. Workshop invited speakers: If the workshop organisers intend to host an invited talk, it is recommended that they invite somebody from the main conference keynote speakers or participants. If the workshop organisers decide to invite another speaker, it is very likely that the workshop organisers will have to secure financial support for this speaker. The RANLP-2025 Organising Committee is responsible for the following: * Providing a link to the workshop web page; * Publishing the workshop proceedings with ISBN numbers, and registering DOI numbers for all accepted papers; * Providing the workshop venue; * Organising registration, audio/visual support, coffee breaks, registration facilities, Internet access. WORKSHOP PROPOSAL SUBMISSION Workshop proposals in PDF format should be e-mailed to Tharindu Ranasinghe <t.ranasinghe[at]lancaster[dot]ac[dot]uk>, Kiril Simov <kivs[at]bultreebank[dot]org>, Petya Osenova <petya[at]bultreebank[dot]org> and cc'ed to <workshops2025(a)ranlp.org<mailto:workshops2025@ranlp.org>> EVALUATION Submitted proposals will be reviewed with respect to the following criteria: * Relevance, importance, and timeliness of the topics; * Completeness, clarity, and quality of the workshop proposal; * Experience of the organisers in the proposed topics; * Viability of the workshop. THE TEAM BEHIND RANLP-25 Galia Angelova, Bulgarian Academy of Sciences, Bulgaria (Chair Organising Committee) Ruslan Mitkov, University of Lancaster, UK (Chair Programme Commitee) Nikolai Nikolov, Bulgarian Association for Computational Linguistics, Bulgaria Tharindu Ranasinghe, Lancaster University, UK (Workshops Chair and Shared tasks Co-Chair) Saad Ezzini, Lancaster University, UK (Sponsorship Chair and Shared tasks Co-Chair) Maria Kunilovskaya, Saarland University, Germany (Publication Chair) Preslav Nakov, MBZUAI, Abu Dhabi, UAE Ivelina Nikolova, Bulgarian Academy of Sciences, Bulgaria Kiril Simov, Bulgarian Academy of Sciences, Bulgaria (Workshops Co-Chair) Petya Osenova, Bulgarian Academy of Sciences, Bulgaria (Workshops Co-Chair)

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Call for papers : Recent Advances in Natural Language Processing (RANLP) 2025
by Dola Mullage, Damith (Postgraduate Researcher) 28 Dec '24

28 Dec '24

RECENT ADVANCES IN NATURAL LANGUAGE PROCESSING Varna, Bulgaria http://ranlp.org/ranlp2025/ Summer School on Deep Learning and LLMs for NLP: 3-5 September 2025 (Wednesday-Friday) Tutorials: 6-7 September 2025 (Saturday-Sunday) Main Conference: 8-10 September 2025 (Monday-Wednesday) Workshops and shared tasks: 11-13 September 2025 (Thursday-Saturday) The biennial RANLP (Recent Advances in Natural Language Processing) conference is one of the most competitive and influential NLP conferences. The event grew out of the International Summer schools "Contemporary topics in Computational Linguistics" which were organised for many years as international training events. Previous RANLP conferences (1995, 1997, 2001, 2003, 2005, 2007, 2009, 2011, 2013, 2015, 2017, 2019, 2021 and 2023) featured keynote talks by leading experts in NLP as well as presentations/papers of high quality, rigorously reviewed by Programme Committee experts. Since 2009, the papers accepted at RANLP and the associated workshops are included in the ACL Anthology. The RANLP proceedings are indexed by SCOPUS and DBLP. The Proceedings has its own Scopus SJR, in 2023 it is 0,299. The conference will be preceded by a Summer School on Deep Learning and Large Language Models (LLMs) for Natural Language Processing (NLP) as well as tutorials on current topics of particular interest and cutting edge technologies. RANLP-2025 will be followed by specialised workshops as well as shared tasks covering timely NLP topics. A Student Research Workshop will be held in parallel with the main conference. The Student Research Workshops (now the 9th edition) have become active discussion fora for young researchers. TOPICS We invite papers reporting recent advances in all aspects of Natural Language Processing and particularly encourage submissions related to (and the employment of) the latest NLP methods including Large Language Models/Generative AI. Contributions from a broad range of areas will be welcome including, but not limited to, the following topics: phonetics, phonology, morphology; syntax, semantics, discourse, pragmatics, dialogue, lexicon; complexity; mathematical, statistical, machine learning and deep learning models; language resources and corpora; crowdsourcing for creation of linguistic resources; electronic dictionaries, terminologies and ontologies; sublanguages and controlled languages; linked data; POS tagging; parsing; semantic role labelling; word-sense disambiguation; multiword expressions and computational phraseology; textual entailment; anaphora resolution; temporal processing; language generation; speech recognition; text-to-speech synthesis; multilingual NLP; machine translation, translation memory systems and computer-aided translation tools, text simplification and readability estimation; knowledge acquisition; information retrieval; text categorisation; information extraction; text summarisation; terminology extraction; question answering; opinion mining and sentiment analysis; fact checking and fake news; stance recognition; hate speech and aggression detection; author profiling; dialogue systems; chatbots and conversational agents; irony and sarcasm detection; negation and speculation detection; computer-aided language learning; multimodal systems; language and vision; NLP for biomedical texts; NLP for educational applications; NLP for healthcare; NLP for financial purposes; NLP for legal texts; for the Semantic web; theoretical and application-orientated papers related to NLP. CHAIR OF THE PROGRAMME COMMITTEE Ruslan Mitkov (University of Lancaster) CHAIR OF THE ORGANISING COMMITTEE Galia Angelova (Bulgarian Academy of Sciences) The Programme Committee (PC) members are distinguished NLP experts from all over the world. The list of PC members will be announced at the conference website in due time. Keynote speakers, tutorial presenters, and summer school lecturers and tutors will be announced in the upcoming calls for papers. WORKSHOPS and SHARED TASKS: The RANLP 2025 workshops and shared tasks will be held on 11-13 September 2025. Calls for Proposals of Workshop and Shared Tasks have been already published. SUBMISSION OF PAPERS, POSTERS, DEMOS The submissions will be maintained by the conference management software START. For further instructions, please follow the submission information at the conference website at https://ranlp.org/ranlp2025/. The reviewing process will be anonymous. Double submission is acceptable, but authors will be asked to declare it at the time of submission. Submissions will be reviewed by at least three members of the Programme Committee. Authors of accepted papers will receive guidelines regarding how to produce camera-ready versions of their papers for inclusion in the proceedings. All RANLP papers have DOI numbers assigned. The full conference proceedings will be uploaded on the ACL Anthology. RANLP-2025 aims to provide early notification of acceptance to authors and presenters who need visa to enter Bulgaria. We invite early submissions of authors’ names and paper abstracts, in order to plan quick reviewing. Access to the conference management software will be available as from 1 April 2025. IMPORTANT DATES Call for Shared Tasks proposals: September 2024 Shared Tasks selection notification: 4 November 2024 Shared Tasks sample data and task website ready: 15 November 2024 Shared Tasks training data ready: 15 December 2024 Call for workshop proposals: 24 December 2024 Deadline for submission of workshop proposals: 15 March 2025 Workshop selection: 22 March 2025 Conference abstracts submission: April 2025 Conference papers submission: early/mid May 2025 (please check exact dates on RANLP 2025 website) Conference papers acceptance notification: 28 June 2025 Camera-ready versions of the conference papers: 31 July 2025 Workshop paper submission deadline (suggested): 30 June 2025 Workshop paper acceptance notification (suggested): 28 July 2025 Workshop paper camera-ready versions (suggested): 20 August 2025 Workshop camera-ready proceedings ready (suggested): 31 August 2025 RANLP Summer School on Deep Learning in NLP: 3-5 September 2025 RANLP tutorials: 6-7 September 2025 (Saturday-Sunday) RANLP conference: 8-10 September 2025 (Monday-Wednesday) RANLP workshops and Shared Tasks presentations: 11-13 September 2025 (Thursday-Saturday) VENUE RANLP 2025 will be held at the conference facilities of Hotel “Cherno More” (http://www.chernomorebg.com ) in Varna, the largest city on the Bulgarian Black Sea Coast. The event venue is centrally located at the entrance of the Sea Garden and offers excellent conference facilities. The city is a major tourist destination with flights to/from the Varna International Airport. It is also known for its Archaeological Museum, which features the oldest gold treasure in the world (https://en.wikipedia.org/wiki/Varna_Necropolis). The conference organisers plan to organise an excursion to Provadia, the oldest salt-production and urban centre in Europe (5600 - 4350 BC, https://provadia-solnitsata.com/en/ ) which is located 50 km from Varna. THE TEAM BEHIND RANLP-25 Galia Angelova, Bulgarian Academy of Sciences, Bulgaria (Chair Organising Committee) Ruslan Mitkov, University of Lancaster, UK (Chair Programme Commitee) Nikolai Nikolov, Bulgarian Association for Computational Linguistics, Bulgaria Tharindu Ranasinghe, Lancaster University, UK (Workshops Chair and Shared tasks Co-Chair) Saad Ezzini, Lancaster University, UK (Sponsorship Chair and Shared tasks Co-Chair) Maria Kunilovskaya, Saarland University, Germany (Publication Chair) Preslav Nakov, MBZUAI, Abu Dhabi, UAE Ivelina Nikolova, Bulgarian Academy of Sciences, Bulgaria Kiril Simov, Bulgarian Academy of Sciences, Bulgaria (Workshops Co-Chair) Petya Osenova, Bulgarian Academy of Sciences, Bulgaria (Workshops Co-Chair)

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Second CFP JCNN Special Session Explainable Deep Neural Networks for Responsible AI (DeepXplain 2025)
by Francielle Vargas 26 Dec '24

26 Dec '24

*** Second Call for Papers *** We invite paper submissions to the Explainable Deep Neural Networks for Responsible AI: Post-Hoc and Self-Explaining Approaches (DeepXplain 2025), a special session at IJCNN 2025 dedicated to innovative methodologies for improving the interpretability of Deep Neural Networks (DNNs), while addressing fairness and bias mitigation. Website: https://deepxplain.github.io/ Important Dates: - Submission link: https://cmt3.research.microsoft.com/IJCNN2025/ - Submission deadline: January 15, 2025 - Notification date: March 15, 2025 - Camera-ready submission: May 1, 2025 Contributions This special session aims to foster interdisciplinary collaboration, promote the ethical design of AI systems, and encourage the development of benchmarks and datasets for explainability research. Our goal is to advance both post-hoc and intrinsic interpretability approaches, bridging the gap between the high performance of deep neural networks and their transparency. By doing so, we seek to enhance human trust in these models and mitigate the risks of negative social impacts. Topics of interest include, but are not limited to: - Theoretical advancements in post-hoc explanation methods (e.g., LIME, SHAP, Grad-CAM) for DNNs. - Development of inherently interpretable architectures using self-explaining mechanisms, such as attention-based or saliency-based models, prototype networks, and SENNs (Self-Explaining Neural Networks). - Post-hoc and self-explaining methods for Large Language Models (LLMs). - Application-driven explainability insights, particularly in Natural Language Processing and Computer Vision. - Ethical evaluations of DNN-based AI models with a focus on reducing bias and social impact. - Methods, metrics, and methodologies for improving interpretability and fairness in DNNs. - Ethical discussions about the social impact of non-transparent AI models. - Datasets and benchmarking tools for explainability. - Explainable AI in critical applications: healthcare, governance, misinformation, hate speech, etc. Submission Information We welcome submissions of academic papers (both long and short) across the spectrum of theoretical and practical work, including research ideas, methods, tools, simulations, applications or demonstrations, practical evaluations, position papers, and surveys. Submissions must be written in English, adhere to the IJCNN-2025 formatting guidelines, and be submitted as a single PDF file. *Organizers* - Francielle Vargas <https://franciellevargas.github.io/>, University of São Paulo, Brazil - Roseli Romero <https://sites.icmc.usp.br/rafrance/>, University of São Paulo, Brazil - Jackson Trager <https://www.jacksonptrager.com/>, University of Southern California, USA

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Neurocognition, Language and Visual Processing (NLVP) talk series, Jan 2025 (Zoom and University of Exeter)
by h.dong2＠exeter.ac.uk 24 Dec '24

24 Dec '24

Dear all A correction of the previous seminar talk - the time should be **GMT**. Also please see the information for the upcoming seminar. ***Seminar 2: Thursday, 16 Jan 2025, 15:00 to 16:00, GMT (London time)*** Speaker: Prof Roberto Navigli (Sapienza University of Rome) Title: What's Behind Text? The Long, Challenging Path Towards a Unified Language-Independent Representation of Meaning Abstract: In the era of Large Language Models (LLMs), the pursuit of a unified, language-independent representation of meaning remains both essential and complex. This talk revisits the rationale for advancing semantic understanding beyond the capabilities of LLMs and highlights the development of a large-scale multilingual inter-task resource like MOSAICo and the design of innovative methods that bridge word- and sentence-level meanings across languages. I will also explore how building a robust, multilingual framework for interpreting meaning with greater precision and depth enhances the quality and reliability of system outputs, including text generated by LLMs. Speaker's short bio: Roberto Navigli is Professor of Natural Language Processing at the Sapienza University of Rome, where he leads the Sapienza NLP Group. He has received two ERC grants on lexical and sentence-level multilingual semantics, highlighted among the 15 projects through which the ERC transformed science. He received several prizes, including two Artificial Intelligence Journal prominent paper awards and several outstanding/best paper awards from ACL. He is the co-founder of Babelscape, a successful deep-tech company which enables NLU in dozens of languages. He served as Associate Editor of the Artificial Intelligence Journal (2013-2020) and Program Co-Chair of ACL-IJCNLP 2021. He is a Fellow of ACL, ELLIS and EurAI and currently serves as General Chair of ACL 2025. Check past and upcoming seminars at the following url: https://sites.google.com/view/neurocognit-lang-viz-group/seminars. Best regards Hang Dong (https://computerscience.exeter.ac.uk/staff/hd524) on behalf of the NLVP group (https://sites.google.com/view/neurocognit-lang-viz-group/members)

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First CFP: 21st Workshop on Multiword Expressions (MWE 2025) @NAACL2025
by Atul K. Ojha 23 Dec '24

23 Dec '24

[Apologies for cross-postings] ******************************************************************************** First Call for Papers 21st Workshop on Multiword Expressions (MWE 2025) Organized, sponsored and endorsed by SIGLEX, the Special Interest Group on the Lexicon of the ACL Full-day workshop collocated with NAACL 2025, Albuquerque, New Mexico, U.S.A., May 3 or 4, 2025 Hybrid (on-site & on-line) Submission deadline: January 30, 2025 MWE 2025 website: <https://multiword.org/mwe2022/> https://multiword.org/mwe2025/ ******************************************************************************** Multiword expressions (MWEs), i.e., word combinations that exhibit lexical, syntactic, semantic, pragmatic, and/or statistical idiosyncrasies (Baldwin and Kim, 2010), such as “by and large”, “hot dog”, “make a decision” and “break one's leg” are still a pain in the neck for Natural Language Processing (NLP). The notion encompasses closely related phenomena: idioms, compounds, light-verb constructions, phrasal verbs, rhetorical figures, collocations, institutionalized phrases, etc. Given their irregular nature, MWEs often pose complex problems in linguistic modeling (e.g. annotation), NLP tasks (e.g. parsing), and end-user applications (e.g. natural language understanding and Machine Translation), hence still representing an open issue for computational linguistics (Constant et al., 2017). For more than two decades, modelling and processing MWEs for NLP has been the topic of the MWE workshop organised by the MWE section <https://multiword.org/> of ACL-SIGLEX <http://www.siglex.org/> in conjunction with major NLP conferences since 2003. Impressive progress has been made in the field, but our understanding of MWEs still requires much research considering their need and usefulness in NLP applications. This is also relevant to domain-specific NLP pipelines that need to tackle terminologies most often realised as MWEs. Following previous years, for this 21st edition of the workshop, we identified the following topics on which contributions are particularly encouraged: - MWE processing to enhance end-user applications. MWEs gained particular attention in end-user applications, including Machine Translation (MT) (Zaninello and Birch, 2020), simplification (Kochmar et al., 2020), language learning and assessment (Paquot et al., 2020), social media mining (Pelosi et al., 2017), and abusive language detection (Zampieri et al. 2020). We believe that it is crucial to extend and deepen these first attempts to integrate and evaluate MWE technology in these and further end-user applications. - MWE processing and identification in the general language, as well as in specialized languages and domains: Multiword terminology extraction from domain-specific corpora (Lossio-Ventura et al, 2014) is of particular importance to various applications, such as MT (Semmar and Laib, 2017), or for the identification and monitoring of neologisms and technical jargon (Chatzitheodorou and Kappatos, 2021). - MWE processing in low-resource languages: The PARSEME shared tasks (2017 <https://multiword.sourceforge.net/PHITE.php?sitesig=CONF&page=CONF_05_MWE_2…>, 2018 <https://multiword.sourceforge.net/PHITE.php?sitesig=CONF&page=CONF_04_LAW-M…>, 2020 <https://multiword.sourceforge.net/PHITE.php?sitesig=CONF&page=CONF_02_MWE-L…>) among others, have fostered significant progress in MWE identification, providing datasets that include low-resource languages, evaluation measures, and tools that now allow fully integrating MWE identification into end-user applications. There are continuous efforts in this direction (Diaz Hernandez, 2024) and a few of them have also explored methods for the automatic interpretation of MWEs (Bhatia et al., 2018), and their processing in low-resource languages (Eder et al., 2021). Resource creation and sharing should be pursued in parallel with the development of multilingual benchmarks for MWE identification (Savary et al., 2023). - MWE identification and interpretation in LLMs: Most current MWE processing is limited to their identification and detection using pre-trained language models, but we still lack understanding about how MWEs are represented and dealt with therein (Garcia et al., 2021), how to better model the compositionality of MWEs from semantics (Phelps et al., 2024). Now that NLP has shifted towards end-to-end neural models like BERT, capable of solving complex tasks with little or no intermediary linguistic symbols, questions arise about the extent to which MWEs should be implicitly or explicitly modelled (Shwartz and Dagan, 2019). - New and enhanced representation of MWEs in language resources and computational models of compositionality as gold standards for formative intrinsic evaluation. Through this workshop, we will bring together and encourage researchers in various NLP subfields to submit their MWE-related research, We also intend to consolidate the converging results of previous joint workshops LAW-MWE-CxG 2018 <http://multiword.sourceforge.net/lawmwecxg2018/>, MWE-WN 2019 <http://multiword.sourceforge.net/mwewn2019/> and MWE-LEX 2020 <http://multiword.sourceforge.net/mwelex2020/>, the joint MWE-WOAH panel in 2021 <https://multiword.org/mwe2021/#program>, the MWE-SIGUL 2022 joint session <https://multiword.org/mwe2022/>, and the MWE-UD 2024 <https://multiword.org/mweud2024/>, extending our scope to MWEs in e-lexicons, and WordNets, MWE annotation, as well as grammatical constructions. Correspondingly, we call for papers on research related (but not limited) to MWEs and constructions in: - Computationally-applicable theoretical work in psycholinguistics and corpus linguistics; - Annotation (expert, crowdsourcing, automatic) and representation in resources such as corpora, treebanks, e-lexicons, WordNets, constructions (also for low-resource languages); - Processing in syntactic and semantic frameworks (e.g. CCG, CxG, HPSG, LFG, TAG, UD, etc.); - Discovery and identification methods, including for specialized languages and domains such as clinical or biomedical NLP; - Interpretation of MWEs and understanding of text containing them; - Language acquisition, language learning, and non-standard language (e.g. tweets, speech); - Evaluation of annotation and processing techniques; - Retrospective comparative analyses from the PARSEME shared tasks; - Processing for end-user applications (e.g. MT, NLU, summarisation, language learning, etc.); - Implicit and explicit representation in pre-trained language models and end-user applications; - Evaluation and probing of pre-trained language models; - Resources and tools (e.g. lexicons, identifiers) and their integration into end-user applications; - Multiword terminology extraction; - Adaptation and transfer of annotations and related resources to new languages and domains including low-resource ones. Submission formats: The workshop invites two types of submissions: - archival submissions that present substantially original research in both long paper format (8 pages + references) and short paper format (4 pages + references). - non-archival submissions of abstracts describing relevant research presented/published elsewhere which will not be included in the MWE proceedings. Paper submission and templates Papers should be submitted via the workshop's submission page <https://openreview.net/group?id=aclweb.org/NAACL/2025/Workshop/MWE> ( https://openreview.net/group?id=aclweb.org/NAACL/2025/Workshop/MWE). Please choose the appropriate submission format (archival/non-archival). Archival papers with existing reviews will also be accepted through the ACL Rolling Review. Submissions must follow the ACL stylesheet <https://github.com/acl-org/acl-style-files>. Important Dates Paper Submission Deadline: January 30, 2025 Notification of acceptance: March 1, 2025 Camera-ready papers due: March 10, 2025 Workshop: May 3 or 4, 2025 All deadlines are at 23:59 UTC-12 (Anywhere on Earth). Organizing Committee Verginica Barbu Mititelu, Voula Giouli, Grazina Korvel, A. Seza Doğruöz, Alexandre Rademaker, Atul Kr. Ojha, Mathieu Constant Anti-harassment policy The workshop follows the ACL anti-harassment policy <https://www.aclweb.org/adminwiki/index.php?title=Anti-Harassment_Policy>. Contact For any inquiries regarding the workshop, please send an email to the Organizing Committee at mweworkshop2023(a)googlegroups.com.

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