| 2025 | EMNLP | Leveraging Text-to-Text Transformers as Classifier Chain for Few-Shot Multi-Label Classification. | Quang Anh Nguyen, Nadi Tomeh, Mustapha Lebbah, Thierry Charnois, Hanane Azzag |
| 2025 | NAACL | Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement. | Nicolas Floquet, Joseph Le Roux, Nadi Tomeh, Thierry Charnois |
| 2024 | AAAI | An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction. | Urchade Zaratiana, Nadi Tomeh, Pierre Holat, Thierry Charnois |
| 2024 | COLING | Information Extraction with Differentiable Beam Search on Graph RNNs. | Niama El Khbir, Nadi Tomeh, Thierry Charnois |
| 2024 | COLING | Enhancing Few-Shot Topic Classification with Verbalizers. a Study on Automatic Verbalizer and Ensemble Methods. | Quang Anh Nguyen, Nadi Tomeh, Mustapha Lebbah, Thierry Charnois, Hanene Azzag, Santiago Cordoba Muoz |
| 2024 | NAACL | GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer. | Urchade Zaratiana, Nadi Tomeh, Pierre Holat, Thierry Charnois |
| 2023 | EMNLP | Filtered Semi-Markov CRF. | Urchade Zaratiana, Nadi Tomeh, Niama El Khbir, Pierre Holat, Thierry Charnois |
| 2022 | ACL | GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks. | Urchade Zaratiana, Nadi Tomeh, Pierre Holat, Thierry Charnois |
| 2022 | IJCNLP | Higher-Order Dependency Parsing for Arc-Polynomial Score Functions via Gradient-Based Methods and Genetic Algorithm. | Xudong Zhang, Joseph Le Roux, Thierry Charnois |
| 2021 | RANLP | GeSERA: General-domain Summary Evaluation by Relevance Analysis. | Jessica Lpez Espejel, Gal de Chalendar, Jorge Garca Flores, Thierry Charnois, Ivn Vladimir Meza Ruz |
| 2018 | CICLING | An Experimental Approach for Information Extraction in Multi-party Dialogue Discourse. | Pegah Alizadeh, Peggy Cellier, Thierry Charnois, Bruno Crmilleux, Albrecht Zimmermann |
| 2017 | EMNLP | Exploring Vector Spaces for Semantic Relations. | Kata Gbor, Hafa Zargayouna, Isabelle Tellier, Davide Buscaldi, Thierry Charnois |
| 2016 | CPAIOR | A Global Constraint for Mining Sequential Patterns with GAP Constraint. | Amina Kemmar, Samir Loudni, Yahia Lebbah, Patrice Boizumault, Thierry Charnois |
| 2016 | IDA | Unsupervised Relation Extraction in Specialized Corpora Using Sequence Mining. | Kata Gbor, Hafa Zargayouna, Isabelle Tellier, Davide Buscaldi, Thierry Charnois |
| 2016 | IDA | Weakly-Supervised Symptom Recognition for Rare Diseases in Biomedical Text. | Pierre Holat, Nadi Tomeh, Thierry Charnois, Delphine Battistelli, Marie-Christine Jaulent, Jean-Philippe Mtivier |
| 2016 | LREC | Semantic Annotation of the ACL Anthology Corpus for the Automatic Analysis of Scientific Literature. | Kata Gbor, Hafa Zargayouna, Davide Buscaldi, Isabelle Tellier, Thierry Charnois |
| 2015 | AIME | Automatic Symptom Extraction from Texts to Enhance Knowledge Discovery on Rare Diseases. | Jean-Philippe Mtivier, Laurie Serrano, Thierry Charnois, Bertrand Cuissart, Antoine Widlcher |
| 2015 | CP | PREFIX-PROJECTION Global Constraint for Sequential Pattern Mining. | Amina Kemmar, Samir Loudni, Yahia Lebbah, Patrice Boizumault, Thierry Charnois |
| 2015 | SAC | Sequence mining under multiple constraints. | Nicolas Bchet, Peggy Cellier, Thierry Charnois, Bruno Crmilleux |
| 2014 | ICDM | Sequence Classification Based on Delta-Free Sequential Patterns. | Pierre Holat, Marc Plantevit, Chedy Rassi, Nadi Tomeh, Thierry Charnois, Bruno Crmilleux |
| 2014 | ICTAI | Mining Relevant Sequence Patterns with CP-Based Framework. | Amina Kemmar, Willy Ugarte, Samir Loudni, Thierry Charnois, Yahia Lebbah, Patrice Boizumault, Bruno Crmilleux |
| 2013 | ICTAI | Events Extraction and Aggregation for Open Source Intelligence: From Text to Knowledge. | Laurie Serrano, Maroua Bouzid, Thierry Charnois, Stephan Brunessaux, Bruno Grilhres |
| 2012 | CBMS | Sequential pattern mining to discover relations between genes and rare diseases. | Nicolas Bchet, Peggy Cellier, Thierry Charnois, Bruno Crmilleux, Marie-Christine Jaulent |
| 2012 | CICLING | Discovering Linguistic Patterns Using Sequence Mining. | Nicolas Bchet, Peggy Cellier, Thierry Charnois, Bruno Crmilleux |
| 2012 | CICLING | What about Sequential Data Mining Techniques to Identify Linguistic Patterns for Stylistics? | Solen Quiniou, Peggy Cellier, Thierry Charnois, Dominique Legallois |
| 2011 | ICCS | Partial Orders and Logical Concept Analysis to Explore Patterns Extracted by Data Mining. | Peggy Cellier, Sbastien Ferr, Mireille Ducass, Thierry Charnois |
| 2010 | CICLING | Sequential Patterns to Discover and Characterise Biological Relations. | Peggy Cellier, Thierry Charnois, Marc Plantevit |
| 2010 | IDA | Recursive Sequence Mining to Discover Named Entity Relations. | Peggy Cellier, Thierry Charnois, Marc Plantevit, Bruno Crmilleux |
| 2002 | ICTAI | Reasonning on Aspectual-Temporal Information in French within Conceptual Graphs. | Tassadit Amghar, Delphine Battistelli, Thierry Charnois |
| 2001 | ICCS | Aspecto-Temporal Data and Lexical Representations in French within Simple Conceptual Graphs on the Basis of Semantico-Cognitive Schemes. | Tassadit Amghar, Thierry Charnois, Delphine Battistelli |