SEME

SEMantics and Information Extraction (SEME)

Coordination: Cyril GROUIN

The SEME (semantics and information extraction) team is interested in the problems of accessing the meaning contained in language productions, for the purposes of analysis, comprehension, modeling or production. We apply our research to the written modality, without restriction on the original medium (text produced in electronic format, or from a speech transcription, or from optical recognition) and work on productions in open or specialized domains such as the medical field. We use both linguistic and statistical or neural learning approaches. We are particularly interested in the latter type of approach, and in the environmental costs they generate in automatic language processing, both during production and during use.

  • Information extraction
  • Corpus and modeling
  • Sémantics, poly-lexical expressions

The team comprises 10 permanent members (CNRS researchers, lecturers at Université Paris-Saclay, ENSIIE, and Université Sorbonne Paris-Nord), 14 PhD students, and 3 post-docs or fixed-term contracts. We maintain links with industry (theses under CIFRE contracts, research projects) and regularly organize scientific events (TALN conference, scientific workshops, etc.).

Coordination

  • Sciences et Technologies des Langues

    Direction, SEME

    Grouin Cyril

    Research Engineer

    Deputy Director (DUA)

Members

Publications

  • Communication dans un congrès

    Clément Morand, Aina Rasoldier, Paul Gay. Not up to its critical perspective on digitalization: A Descriptive Analysis of How Sustainability is Approached in the ICT4S Conference. ICT4S, Jun 2026, Berne, France. ⟨hal-05615744⟩

    STL

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  • Communication dans un congrès

    Fanny Ducel, Lucie Digoin-Caprros, Ibrahim Al Kotob, Shayan Ahmed Shariff, Binesh Arakkal Remesh, et al.. Les benchmarks sont une source de biais des LLM : MMLU, CommonSenseQA et MGSM au microscope. TALN 2026 – 33e Conférence sur le Traitement Automatique des Langues Naturelles, Jun 2026, Nantes, France. ⟨hal-05618509⟩

    STL

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  • Communication dans un congrès

    Louis Estève, Christophe Servan, Thomas Lavergne, Agata Savary. A Diversity Diet for a Healthier Model: A Case Study of French ModernBERT. 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026), Jul 2026, San Diego, United States. ⟨hal-05599374⟩

    STL

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  • Thèse

    Virgile Barthet. Extraction d’information et classification de textes cliniques pour la prédiction du risque de décès. Intelligence artificielle [cs.AIArtificial Intelligence]. Université Paris-Saclay, 2026. Français. ⟨NNT : 2026UPASG019⟩. ⟨tel-05599487⟩

    STL

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  • Communication dans un congrès

    Luc Pommeret, Thomas Gerald, Christophe Servan, Sahar Ghannay, Patrick Paroubek, et al.. Étude des propositionneurs multilingues : formalisation, évaluation et interprétabilité. CORIA-TALN, ARIA; ATALA, Jun 2026, Nantes, France. ⟨hal-05597666⟩

    STL

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  • Communication dans un congrès

    Mathilde Deletombe, Manon Scholivet, Louis Estève, Thomas Lavergne, Agata Savary. Diversity patterns run deep: Impact of diversity intake on multiword expression identification. 22nd Workshop on Multiword Expressions (MWE 2026), Mar 2026, Rabat, Morocco. pp.110-116, ⟨10.18653/v1/2026.mwe-1.13⟩. ⟨hal-05588681⟩

    STL

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  • Communication dans un congrès

    Manon Scholivet, Agata Savary, Carlos Ramisch, Eric Bilinski, Takuya Nakamura, et al.. Edition 2.0 of the PARSEME shared task on multilingual identification and paraphrasing of multiword expressions. Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026), Mar 2026, Rabat, Morocco. pp.254-275, ⟨10.18653/v1/2026.mwe-1.33⟩. ⟨hal-05588684⟩

    ILES, STL

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  • Pré-publication, Document de travail

    Eva Feillet, Ryan Whetten, David Picard, Alexandre Allauzen. POLYNOMIAL MIXING FOR EFFICIENT SELF-SUPERVISED SPEECH ENCODERS. 2026. ⟨hal-05589762⟩

    STL

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  • Chapitre d'ouvrage

    Yoshua Bengio, Holger Schwenk, Jean-Sébastien Senécal, Emmanuel Morin, Jean-Luc Gauvain. Neural Probabilistic Language Models. Innovations in Machine Learning: Theory and Applications, 194, pp.137-186, 2005, ⟨10.1007/3-540-33486-6_6⟩. ⟨hal-01434258⟩

    STL, STL, TLP

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  • Communication dans un congrès

    Jean-Luc Gauvain, Abdel Messaoudi, Holger Schwenk. Language Recognition Using Phone Lattices. International Conference on Speech and Language Processing, Oct 2004, Jeju, South Korea. pp.1283–1286. ⟨hal-01434492⟩

    STL, STL, TLP

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  • Communication dans un congrès

    Luc Pommeret, Thomas Gerald, Sophie Rosset, Patrick Paroubek, Christophe Servan, et al.. Les propositions atomiques : un pont entre approches neuronales et symboliques. Journée interprétabilité, GDR TALTraitement Automatique des langues, Mar 2026, Jussieu, Paris, France. ⟨hal-05575718⟩

    STL

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  • Communication dans un congrès

    Luc Pommeret, Thomas Gerald, Patrick Paroubek, Sahar Ghannay, Christophe Servan, et al.. LLM-based Atomic Propositions Help Weak Extractors: Evaluation of a Propositioner for Triplet Extraction. KG-LLM@LREC – Knowledge Graphs and Large Language Models, ELRA, May 2026, Palma De Majorque, Spain. ⟨hal-05572941⟩

    STL

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  • Communication dans un congrès

    Luc Pommeret, Thibault Wagret, Jules Deret. THIVLVC: Retrieval Augmented Dependency Parsing for Latin. EvaLatin (LT4HALA@LREC), ELRA, May 2026, Palma De Majorque, Spain. ⟨hal-05572961v2⟩

    STL

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  • Article dans une revue

    Jean-Luc Gauvain, Gilles Adda, Lori Lamel, Fabrice Lefèvre, Holger Schwenk. Transcription de la parole conversationnelle. Revue TALTraitement Automatique des langues : traitement automatique des langues, 2005, 45 (3). ⟨hal-01434260⟩

    STL, TLP

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  • Communication dans un congrès

    Jean-Luc Gauvain, Gilles Adda, Martine Adda-Decker, Alexandre Allauzen, Veronique Gendner, et al.. Where are we in transcribing French broadcast news?. Eurospeech, Sep 2005, Lisbonne, Portugal. pp.1665-1668, ⟨10.21437/Interspeech.2005-544⟩. ⟨hal-01434245⟩

    STL, STL, TLP

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  • Communication dans un congrès

    Hélène Bonneau-Maynard, Alexandre Allauzen, Daniel Déchelotte, Holger Schwenk. Combining Morphosyntactic Enriched Representation with n-best Reranking in Statistical Translation. HLT/NACL workshop on Syntax and Structure in Statistical Translation, Apr 2007, Rochester, United States. pp.65-71. ⟨hal-01434104⟩

    STL, STL, TLP

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  • Article dans une revue

    Sophie Rosset, Delphine Tribout, Lori Lamel. Multi-level information and automatic dialog act detection in human-human spoken dialogs. Speech Communication, 2008, 50 (1), pp.1-13. ⟨10.1016/j.specom.2007.05.007⟩. ⟨halshs-00746318⟩

    STL, STL, TLP

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  • Communication dans un congrès

    Nicolas Boizard, Hippolyte Gisserot-Boukhlef, Duarte M. Alves, André F T Martins, Ayoub Hammal, et al.. EuroBERT: Scaling Multilingual Encoders for European Languages. COLM 2025 – Second Conference on Language Modeling, Oct 2025, Montreal, Canada. pp.1-28. ⟨hal-05226285⟩

    STL

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  • Thèse

    Pierre Lepagnol. Petits modèles génératifs en contexte industriel : Adaptation par prompting avec peu de données. Intelligence artificielle [cs.AIArtificial Intelligence]. Université Paris-Saclay, 2026. Français. ⟨NNT : 2026UPASG011⟩. ⟨tel-05572429⟩

    STL

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  • Rapport, Rapport

    Karin Dassas, Cyrille Bonamy, Bruno Bzeznik, Emmanuelle Frenoux, Gaël Guennebaud, et al.. Estimer l’impact carbone des activités numériques d’une unité de recherche. CNRS (EcoInfo). 2026. ⟨hal-05568070⟩

    STL

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  • Communication dans un congrès

    Ayoub Hammal, Pierre Zweigenbaum, Caio Corro. KAD: A Framework for Proxy-based TestDéfinition courte Lorem ipsum-time Alignment with Knapsack Approximation Deferral. EACL 2026 – 19th Conference of the European Chapter of the Association for Computational Linguistics, Mar 2026, Rabat, Morocco. pp.3854-3872, ⟨10.18653/v1/2026.eacl-long.179⟩. ⟨hal-05571208⟩

    STL

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  • Communication dans un congrès

    Jules Françoise, Julie Lascar, Cyril Verrecchia, Sidonie Minodier, Michèle Gouiffès, et al.. LaboSignes: an Interactive French Sign Language Recognition Interface. ACM CHI’26, Apr 2026, Barcelona, Spain. ⟨10.1145/3772363.3799328⟩. ⟨hal-05564455⟩

    AMIArchitectures et modèles pour l'Interaction, ASARD, STL

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  • Pré-publication, Document de travail

    Clément Morand, Jacques Combaz, Aurélie Névéol, Anne-Laure Ligozat. When rebound effect is not a side effect: analyzing sociotechnical contexts of digital technologies. 2026. ⟨hal-05566029⟩

    STL

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  • Communication dans un congrès

    Julie Lascar, Jules Françoise, Michèle Gouiffès, Annelies Braffort, Diandra Fabre. PoET: Lightweight Pose Encoder Transformer for Online Sign Language Recognition. 21st International Conference on Computer Vision Theory and Applications, Mar 2026, Marbella, Spain. pp.19-28, ⟨10.5220/0014237500004084⟩. ⟨hal-05564749⟩

    AMIArchitectures et modèles pour l'Interaction, STL

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  • Communication dans un congrès

    Baptiste Pras, Nona Naderi. Fine-Grained Mention-Level Analysis of Biomedical Entity Linking Models. Medical Informatics Europe 2026, May 2026, Gênes (Italie), Italy. ⟨hal-05544092⟩

    STL

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  • Notice d’encyclopédie ou de dictionnaire

    Albert Rilliard. Fala, emoções e atitudes. Speech Sciences Entries, 2024, https://gepf.falar.org/entries/66. ⟨hal-05474723⟩

    STL

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  • Article dans une revue

    Natalia Grabar, Cyril Grouin. Year 2021: COVID-19, Information Extraction and BERTization among the Hottest Topics in Medical Natural Language Processing. IMIA Yearbook of Medical Informatics, 2022, 31 (01), pp.254-260. ⟨10.1055/s-0042-1742547⟩. ⟨hal-03931852⟩

    ILES, STL

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  • Communication dans un congrès

    Pierre Lepagnol, Sahar Ghannay, Thomas Gerald, Christophe Servan, Sophie Rosset. Format Matters: A Critical Evaluation of Output Formats for Prompting LLMs in SLU and NER. The Fifteenth biennial Language Resources and Evaluation Conference (LREC 2026), May 2026, Palma de Majorque, Spain. ⟨hal-05546569⟩

    STL

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  • Communication dans un congrès

    Clémentine Bleuze, Fanny Ducel, Maxime Amblard, Karën Fort. COCOA: Creation and Exploratory Investigation of a Corpus of Claims from NLP Articles. LREC 2026 – International Conference on Language Resources and Evaluation, ELRA Language Resources Association, May 2026, Palma de Mallorca, Spain. ⟨hal-05547842⟩

    STL

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  • Pré-publication, Document de travail

    Mathilde Aguiar, Pierre Zweigenbaum, Nona Naderi. Assessing the Difficulty of Inference Types in Natural Language Inference for Clinical Trials. 2026. ⟨hal-05533706v2⟩

    STL

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  • Article dans une revue

    Juan Manuel Coria, Hervé Bredin, Sahar Ghannay, Sophie Rosset, Khaled Zaouk, et al.. Diart: A Python Library for Real-Time Speaker Diarization. Journal of Open Source Software, 2024, 9 (99), pp.5266. ⟨10.21105/joss.05266⟩. ⟨hal-05530961⟩

    STL

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  • Communication dans un congrès

    Clémentine Bleuze, Karën Fort, Vincent P. Martin, Aurélie Névéol. Grands modèles de langue pour la détection de pathologies psychiatriques : promesses, réalité, et enjeux. Journée d’étude “LLM@hopital”, ATALA, Mar 2026, Paris, France. ⟨hal-05532823⟩

    STL

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  • Communication dans un congrès

    Iskandar Boucharenc. Hierarchical Prefixes for Long Document Representations. ECIR – European Conference on Information Retrieval, Apr 2025, Lucca, Italy. pp.171-177, ⟨10.1007/978-3-031-88720-8_28⟩. ⟨hal-05530637⟩

    STL

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  • Communication dans un congrès

    Fanny Ducel, Aurélie Névéol, Vidit Khazanchi, Loïc Leclere, Arthur Pedrini, et al.. Code-switching as a Bias Indicator in LLMs: “The consequences are not the same para nosotros”. LREC 2026 – 15th biennial Language Resources and Evaluation Conference, May 2026, Palma De Mallorca, Spain. ⟨hal-05529786⟩

    STL

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  • Communication dans un congrès

    Oralie Cattan, Christophe Servan, Sophie Rosset. On the Usability of Transformers-based models for a French Question-Answering task. Joint Conference of the Information Retrieval Communities in Europe (CIRCLE) 2022, Jul 2022, Samatan, France. ⟨hal-03701740⟩

    ILES, STL

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  • Communication dans un congrès

    Léa Pacini, Jérôme Dupire, Isabelle Barbet, Olivier Pons, Camille Guinaudeau, et al.. Textbook’s accessibility for children with dyspraxia and visual disability. 17th International Conference of the Association for the Advancement of Assistive Technology in Europe, AAATE 2023, Association for the Advancement of Assistive Technology in Europe, Aug 2023, Paris, France. ⟨hal-04410340⟩

    STL

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  • Communication dans un congrès

    Fanny Ducel. How to define, understand and evaluate stereotypical biases in language models?. Séminaire du groupe de travail Intelligence Artificielle Sûre, Intelligible et Vérifiable (IASIV), Mar 2025, Palaiseau, France. ⟨hal-05467784⟩

    STL

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  • Thèse

    Gustave Cortal. Natural language processing for subjectivity analysis in personal narratives. Computation and Language [cs.CL]. Université Paris-Saclay, 2026. English. ⟨NNT : 2026UPASG003⟩. ⟨tel-05501345⟩

    STL

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  • Poster de conférence

    Julie Halbout, Annelies Braffort, Michèle Gouiffès. Annotation automatique d’un corpus de Langue des Signes Française. Rencontres Jeunes Chercheurs en Parole (RJCP), Nov 2025, Paris, France. ⟨hal-05495878⟩

    STL

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  • Poster de conférence

    Annelies Braffort, Michael Filhol, Michèle Gouiffès, Julie Halbout, Julie Lascar. Sign Language Processing with Linguistic Structure. BMVA Symposium on AIArtificial Intelligence for Sign Language Translation, Production, and Linguistics, Dec 2025, London, United Kingdom. ⟨hal-05495664⟩

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  • Communication dans un congrès

    Jules Françoise, Julie Lascar, Cyril Verrecchia, Sidonie Minodier, Michèle Gouiffès, et al.. LaboSignes : vers une IAIntelligence Artificielle participative pour la reconnaissance automatique de la Langue des Signes Française. Journée d’études AFIA-ATALA : Technologies linguistiques pour les langues peu dotées, Dec 2025, Paris, France. ⟨hal-05495906⟩

    AMIArchitectures et modèles pour l'Interaction, STL

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  • Communication dans un congrès

    Idrissa Mahamoudou Dicko, Nona Naderi. Biomedical hallucination detection of LLMs using Med-HALT and HaloScope frameworks. JDSE 2025 – 10th Junior Conference on Data Sciences and Engineering Conference, Sep 2025, Gif-sur-Yvette, France. ⟨hal-05483690⟩

    STL

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  • Chapitre d'ouvrage

    Philippe Boula de Mareüil, Albert Rilliard, Frédéric Vernier. Valorisation de la diversité linguistique à travers un atlas sonore. Myriam Caressa; Christophe Doubovetzky. Langue(s) et droit(s). Enjeux et paradoxes en France, L’Harmattan, pp.177-188, 2025, Logiques Juridiques, 978-2-336-55319-1. ⟨hal-05464189⟩

    AVIZ, STL

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  • Chapitre d'ouvrage

    Natalia Grabar, Thierry Hamon, Emmanuelle Canut. Le langage simplifié pour le public FLE : des critères linguistiques à interroger. Éducation, formation et communication. L’accompagnement des publics en exil. Problèmes de langue et modalités de communication, A paraître, 2865310019. ⟨hal-05465059⟩

    STL

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  • Article dans une revue

    Anjani Dhrangadhariya, Roger Hilfiker, Karl Martin Sattelmayer, Nona Naderi, Katia Giacomino, et al.. RoBuster: A Corpus Annotated with Risk of Bias Text Spans in Randomized Controlled Trials in Physiotherapy and Rehabilitation. JMIR Formative Research, 2026, 10, pp.e55127-e55127. ⟨10.2196/55127⟩. ⟨hal-05462769⟩

    STL

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  • Communication dans un congrès

    Fanny Ducel, Karën Fort, Aurélie Névéol. La linguistique appliquée pour une IAIntelligence Artificielle plus éthique. NéALA 2025 – Colloque sur Naturel et Artificiel en Linguistique Appliquée : une époque de paradoxes, Jul 2025, Nancy, France. ⟨hal-05457534⟩

    STL

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  • Autre publication scientifique

    Luciana Benotti, Fanny Ducel, Karën Fort, Guido Ivetta, Zhijing Jin, et al.. Navigating Ethical Challenges in NLP: Hands-on strategies for students and researchers. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 5: Tutorial Abstracts), 2025, ⟨10.18653/v1/2025.acl-tutorials.5⟩. ⟨hal-05457524⟩

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  • Chapitre d'ouvrage

    Simon Devauchelle, Albert Rilliard, David Doukhan, Lucas Ondel Yang. Variation of Perceived Voice Pitch Across Time Periods, Gender, and Age in French Media Archives. Valentina De Iacovo; Bianca Maria De Paolis; Daniela Mereu. The voice in the media and new technologies, 12 (004), Officinaventuno, pp.47-71, 2024, Studi Associazione Italiana Scienze della Voce, 978-88-97657-73-6. ⟨10.17469/O2112AISV000004⟩. ⟨hal-05450567⟩

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All Publications