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

16 Jan '26

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

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

16 Jan '26

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

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

16 Jan '26

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

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

16 Jan '26

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

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

16 Jan '26

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

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

16 Jan '26

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

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

15 Jan '26

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

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

15 Jan '26

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

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

15 Jan '26

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

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

15 Jan '26

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

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