We are excited to announce the 3rd Language Models for Underserved Communities (LM4UC) workshop, co-located with IJCAI 2026. The workshop will take place in person and virtually between August 15-17, 2026, in Bremen. LM4UC invites researchers, practitioners, and policymakers to address challenges and propose innovative solutions for building and deploying language models (LMs) for underserved languages and communities.
Underserved communities often lack adequate access to advanced NLP technologies due to limited linguistic data, insufficient computational resources, or inadequate AI governance frameworks. This gap hinders equitable access to NLP advancements, exacerbating the digital divide. Our workshop aims to address this by fostering a multidisciplinary dialogue around the development of LMs that prioritize cultural sensitivity, resource efficiency, and sustainable AI practices.
Topics of Interest
We invite submissions of full papers, ongoing work, position papers, and survey papers on topics including, but not limited to:
1. Evaluation Design: Evaluations are no longer passive datasets. They are mechanisms that shape model development. We invite research that focuses on principled, technically grounded benchmark design.
2. Cultural Alignment & Safety: Most alignment research assumes Western norms. We invite papers that focus on technically grounded alignment methods that generalize across cultures and languages.
3. Agentic Systems in Global Environments: As LLMs become agents, we need formal evaluation and control in multilingual, multi-cultural environments.
Submission Guidelines
We welcome long papers (8 pages) and short papers (4 pages), excluding references. Submissions must follow the IJCAI 2026 style guidelines.
Important Dates
*
Submission deadline: May 24, 2026
*
Notification of acceptance: June 7, 2026
*
Camera-ready paper due: August 1, 2026
*
Workshop dates: August 15/16/17, 2026
Submit your paper via OpenReview: https://openreview.net/group?id=ijcai.org/IJCAI/2026/Workshop/LM4UC
Contact Us: For inquiries, please contact the workshop organizer: lm4uc.organizers(a)gmail.com<mailto:lm4uc.organizers@gmail.com>
Call for Participation for the 7th RAIL WORKSHOP
RAIL workshop
https://sadilar.org/en/seventh-workshop-on-resources-for-african-indigenousβ¦
Co-located with LREC 2026 https://www.elra.info/lrec2026
RAIL workshop date: 12 May 2026
Conference venue: Palau de Congressos de Palma, Palma de Mallorca
(Spain)
Theme: Creating resources for less-resourced African languages
The seventh Resources for African Indigenous Languages (RAIL) workshop
will be co-located with the LREC 2026 conference in Palma, Mallorca
(Spain), on 12 May 2026. The RAIL workshop is an interdisciplinary
platform for researchers working on African indigenous language
resources such as natural language processing (NLP) tools, Human
Language Technologies (HLT), data collections, and annotations. This
workshop aims to foster a scientific community of practice that focuses
on computational linguistic tools and data that are designed for or
applied to the indigenous languages of Africa.
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 the sharing of knowledge regarding the
development of low-resource languages. Finally, it enables discussions
on how to improve the quality as well as the availability of the
resources.
Organising Committee
Muzi Matfunjwa, South African Centre for Digital Language Resources
Mmasibidi Setaka, South African Centre for Digital Language Resources
Rooweither Mabuya, South African Centre for Digital Language Resources
Menno van Zaanen, South African Centre for Digital Language Resources
--
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
________________________________
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http://www.nwu.ac.za/it/gov-man/disclaimer.html
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________________________________
International Conference
'LAnguage TEchnologies for Low-resource Languages' (LaTeLL '2026)
Fes, Morocco
30 September, 1 and 2 October 2026
www.latell.org/2026/ [1]
7th 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.
To prepare your submission, please make sure to use the LaTeLL'2026
style files available here:
LaTeX:
https://drive.google.com/file/d/1RceWyUqjFLEbv_oNto-x2Quop7qT4-wf/view?usp=β¦
[2]
Word:
https://docs.google.com/document/d/1m6VeC9jtMpe-Ku2QREgrPlE2-NTDvJvZ/edit?uβ¦
[3]
Overleaf: https://www.overleaf.com/read/ttzzfcnjrgvw#e82bef [4]
Papers should be submitted through Softconf/START using the following
link: https://softconf.com/p/latell2026
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).
The conference will also feature a Student Workshop, and awards will be
presented to the authors of outstanding papers.
Important dates
* Submissions due: 1 June 2026
* Notification of acceptance: 21 July 2026
* Camera-ready due: 31 July 2026
* Conference: 30 September, 1 October and 2 October 2026
Keynote speaker
Nizar Habash (New York University Abu Dhabi)
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 IkoniΔ NeΕ‘iΔ (University of Belgrade)
Further information and contact details
The follow-up calls will provide more details on the conference venue
and registration.
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 before the end of April 2026.
Links:
------
[1] http://www.latell.org/2026/
[2]
https://drive.google.com/file/d/1RceWyUqjFLEbv_oNto-x2Quop7qT4-wf/view?usp=β¦
[3]
https://docs.google.com/document/d/1m6VeC9jtMpe-Ku2QREgrPlE2-NTDvJvZ/edit?uβ¦
[4]
https://www.overleaf.com/latex/templates/latell-26-template/kfcvbgxmccvb
International Conference
'LAnguage TEchnologies for Low-resource Languages' (LaTeLL '2026)
Fes, Morocco
30 September, 1 and 2 October 2026
www.latell.org/2026/ [1]
6th 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.
To prepare your submission, please make sure to use the LaTeLL'2026
style files available here:
LaTeX:
https://drive.google.com/file/d/1RceWyUqjFLEbv_oNto-x2Quop7qT4-wf/view?usp=β¦
Word:
https://docs.google.com/document/d/1m6VeC9jtMpe-Ku2QREgrPlE2-NTDvJvZ/edit?uβ¦
Overleaf: https://www.overleaf.com/read/ttzzfcnjrgvw#e82bef [2]
Papers should be submitted through Softconf/START using the following
link: https://softconf.com/p/latell2026
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).
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
Keynote speaker
Nizar Habash (New York University Abu Dhabi)
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 IkoniΔ NeΕ‘iΔ (University of Belgrade)
Further information and contact details
The follow-up calls will provide more details on the conference venue
and registration.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 April 2026.
Links:
------
[1] http://www.latell.org/2026/
[2]
https://www.overleaf.com/latex/templates/latell-26-template/kfcvbgxmccvb
ComputEL-9: Ninth Workshop on the Use of Computational Methods in the
Study of Endangered Languages
Second CALL FOR PAPERS
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. It
will be a one-day workshop, held in Friday July 4, 2026. This time, we
are co-ordinating our activities with Americas-NLP, held on the previous
day.
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 March 2026 Deadline for submission of papers or extended abstracts
1 May 2026 Notification of Acceptance
4 July 2026 Workshop
PRESENTATIONS
Presentation of accepted papers will be in both oral session 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
We offer two submissions lengths: short (up to 4 pages) or long (up to 8
pages) paper. The length of submission does not influence the likelihood
of acceptance. Both paper types must include a section on ethical
consideration and a section on limitations; these sections are not
considered part of the page limit.
All submissions must be anonymous and will be peer-reviewed by the
scientific Program Committee. Papers must follow the style and
formatting guidelines provided in by ACL Style Files (download template
files for LaTeX: https://github.com/acl-org/acl-style-files).
Submissions that exceed the length requirements, or are missing a
limitations section, will be desk rejected.
Papers can be submitted to one of the workshopβs tracks: (a) language
community perspective and (b) academic perspective.
Submissions must be uploaded to SoftConf:
https://softconf.com/acl2026/ComputEL2026 by March 20, 2026 11:59PM
(UTC-12, βanywhere on earthβ).
A. Short Papers:
Short paper submissions must describe original and unpublished work.
They are max. 4 pages excluding references. They must include a section
on ethical consideration and limitations; these sections are not
considered part of the page limit. Please note that a short paper is not
a shortened long paper. Instead, short papers should have a small,
focused contribution or describe work in progress (βworking paperβ).
Short papers might not necessarily be intended for publication. Some
common kinds of short papers are negative results, opinion pieces,
interesting application nuggets, or descriptions of ongoing
collaborative teamwork.
B. Long Paper:
Long papers must describe substantial, original, completed and
unpublished work. Wherever appropriate, concrete evaluation and analysis
should be included. Long papers are max. 8 pages excluding references
and appendices. They must include a section on ethical consideration and
limitations; these sections are not considered part of the page limit.
PROCEEDINGS
The Organizing Committee will select papers that have been accepted for
presentation for online publication via the open-access ACL Anthology.
Not all accepted papers for presentation are guaranteed inclusion in the
Anthology. Final versions of long and short papers that are accepted for
publication will be allotted one additional page (altogether 5 and 9
pages) excluding references. Papers accepted for inclusion in the
Anthology 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.
FUNDING SUPPORT
Limited funding will be available for some accepted authors. A link to
apply for funding will be sent to submitters after the submission
deadline. Decisions on funding will be sent with notification of
acceptance. Priority will be given to individuals without institutional
support, for instance members of endangered language communities, other
unsponsored or under-sponsored presenters (e.g. student/faculty of
Linguistics Departments), and student presenters.
ADDITIONAL AND CONTACT INFORMATION
Please see the ComputEL-9 website for further information:
https://computel-workshop.org/computel-9/
Organizing Committee Email: 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 - 21c.tools
MΔnahtu ina rΔdΓ»ti ihza ummΓ’nΕ«ti ihannaq - dulum ugulak ΓΊmun ingul
----------------------------------------------------------------------
Apologies for cross-posting.
----------------------------------------
The International Conference on Spoken Language Translation
ACL β 23rd IWSLT 2026 β First Call for Participation
July 3-4, 2026 - San Diego, CA, USA
http://iwslt.org
The International Conference on Spoken Language Translation (IWSLT) is the
premier annual conference for all aspects of Spoken Language Translation.
Every year, the conference organises and sponsors open evaluation campaigns
around key challenges in simultaneous and consecutive translation, under
real-time/low-latency or offline conditions and under low-resource or
multilingual constraints. System descriptions and results from
participantsβ systems and scientific papers related to key algorithmic
advances and best practices are presented.
IWSLT is the venue of the SIGSLTs, the Special Interest Group on Spoken
Language Translation of ACL, ISCA and ELRA. With a track record of 22
years, IWSLT benchmarks and proceedings serve as reference for all
researchers and practitioners working on speech translation and related
fields.
The 23rd edition of IWSLT will be run as an ELRA/ACL event and co-located
with ACL 202 <https://2026.aclweb.org/>6 on July 3-4, 2026. It will be run
as a hybrid event.
Important Dates
January 1, 2026: Release of shared task training and dev data
March 15, 2026: Scientific paper submission deadline
Apr 1-15, 2026: Evaluation period
April 24, 2026: System description paper submission deadline
May 15, 2026: Notification of acceptance
June 1, 2026: Camera-ready deadline (all papers)
July 3-4, 2026: IWSLT conference
Evaluation
The IWSLT 2026 features shared tasks <https://iwslt.org/2026/#shared-tasks>
that address the following focus areas:
-
Speech to Text Translation track: Offline, Low-resource
-
Customized Speech Translation track: Compression, Subtitling,
Simultaneous
-
Speech Generation track: Indic S2S, African S2S, Cross-lingual Voice
Cloning
-
Instruction Following track
-
Speech Translation Metrics track
Training and development data for each shared task will be prepared and
released by the respective organisers (for further information on this
initiative, please refer to the website). Participants will receive
instructions about how to submit their runs. In addition, participants have
the opportunity to present their work through a system paper that will be
published in the ACL Proceedings.
Conference
IWSLT also invites submissions of scientific papers to be published in the
ACL Proceedings and presented either in oral or poster format. The
conference selects high-quality, original contributions on theoretical and
practical issues of spoken language translation research, technologies and
applications. Submissions will be accepted directly through the IWSLT
submission site (to be announced at the conference website
<https://iwslt.org/2026/>). We will also accept commitments of submissions
with reviews from the ACL Rolling Review.
Additionally, to foster cross-pollination of ideas, the conference also
invites the presentation of papers on speech translation recently published
elsewhere. Please note that this is for non-archival presentation of papers
relevant to speech translation already published in other venues (e.g., ACL
2026 Findings papers, speech, NLP or MT conferences). Submissions for this
category will be accepted through a dedicated form (to be announced at
the conference
website <https://iwslt.org/2026/>). Papers will be checked for relevance to
IWSLT and assigned either oral or poster presentation slots if selected.
Contact
Please send an email to iwslt-evaluation-campaign(a)googlegroups.com if you
have any questions related to the shared tasks.
Thanks,
Marcello, Alex, Antonios, Luisa, Matteo, Jan, Sebastian, Marco Elizabeth,
Atul
(IWSLT organisers)
International Conference βNew Trends in Translation and Interpreting Technologyβ (NeTTITβ2026)
Dubrovnik, Croatia, 24-27 June 2026
Fifth Call for Papers
# The conference
The third edition of the International Conference βNew Trends in Translation and Interpreting Technologyβ (NeTTITβ2026) 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. NeTTITβ2026 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.
NeTTITβ2026 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 translatorsβ and interpretersβ 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 translatorsβ (including subtitlersβ) and interpretersβ 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 NeTTITβ2026 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 interpretersβ 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 speakers
Yves Champollion, Wordfast LLC
Marko Grobelnik, Josef Stefan Institute
# Submissions and publication
NeTTITβ2026 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 β for industry and practitioners. References to related work are optional. Allowed paper length: between 2 and 4 pages.
Papers should be submitted through Softconf/START using the following link: https://softconf.com/p/nettit2026/user/
For submitting the papers, we invite the authors to comply with the ACL format using the templates available on the conference website. The conference will not consider and evaluate abstracts only.
Further details on the submission procedure are available on the conference website: https://nettt-conference.com/2026/submissions-and-publication/
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. The conference organisers will seek the inclusion of the conference proceedings in the ACL anthology.
# 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
# Pre-conference Tutorials
The pre-conference tutorials will include:
Post-editing and AI-augmented translation β Marie Escribe (LanguageWire and Polytechnic University of Valencia)
Machine Translation Quality Evaluation β Tharindu Ranasinghe (Lancaster University)
Automatic Speech Recognition as a supporting tool for interpreters β Constantin Orasan (University of Surrey)
# 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)
- Alicia Picazo Izquierdo (University of Alicante)
# Organising Committee and Programme Committee coordination
- Marie Escribe (LanguageWire and Polytechnic University of Valencia)
- βAlicia Picazo Izquierdo (University of Alicante)
- βXiaojing Zhao (Hong Kong Polytechnic University)
# Publicity and Sponsorship Chair
- Vilelmini Sosoni (Ionian University)
# Programme committee
For a list of the programme committee members visit:
https://nettt-conference.com/2026/programme-committee/
# 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.
# Sponsor
Juremy.com
# 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/ is updated on a regular basis. For further information, please email nettit2026(a)nettt-conference.com<mailto:nettit2026@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
Best Regards
Tharindu Ranasinghe
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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/
Fourth 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
Keynote Speaker
We are delighted to announce that Preslav Nakov from Mohamed bin Zayed
University of Artificial Intelligence (Abu Dhabi)
(https://mbzuai.ac.ae/study/faculty/preslav-nakov/) will be keynote
speaker at NLPAICS 2026.
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 c in an 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 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 in Overleaf: https://www.overleaf.com/read/sgwmrzbmjfhc#aeea77
Word:
https://nlpaics2026.gplsi.es/wp-content/uploads/2025/11/NLPAICS2026_Proceedβ¦
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 MuΓ±oz (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.
Related events
The conference school will precede the summer school _The Paradigm
Shift: From Rules to Models in Natural _Language 15, 16 and 17 June 2026
(_https://summer-school.gplsi.es [1]_).
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] https://summer-school.gplsi.es/
Dear colleagues,
We invite you to submit your papers to the 17th International Conference on Information and Communication Systems (ICICS2026) in Irbid, Jordan, May 18th - 21st, 2026
Important Dates:
* Full paper submission: March 10th, 2026
* Notification of Decision: March 31st, 2026
* Camera-Ready and Registration: April 10th, 2026
The proceedings of ICICS2026 will be published in the ACM International Conference Proceedings Series (ICPS).
The topics that will be covered in ICICS 2026 include, but are not limited to:
1. AI and Machine Learning
2. Networking and Internet of Things (IoT)
3. Data Science and Big Data
4. Natural Language Processing and Applications
5. Software & web Engineering, and Information Systems
6. Security, Privacy, and Digital Forensics
7. Cloud and Fog/Mobile Edge Computing
8. E-Learning Technologies
9. Communication Systems, Electronics, and Signal Processing
Submitted papers will be peer-reviewed (check the review process on the conference website). Authors are expected to present their papers at the conference (or virtually). The accepted and registered papers will appear in the conference proceedings.
The Conference Program includes free trips to Jarash and Umm Qais
Submission link: https://easychair.org/conferences/?conf=icics2026 <https://easychair.org/conferences/?conf=icics2026>
Conference website: http://www.just.edu.jo/icics
Please send any inquiry to: icics(a)just.edu.jo<mailto:icics@just.edu.jo>