| 2026 | ACL | Enhancing Two Steps Textual Anomaly Detection through Anisotropy Mitigation. | Pierre Fihey, Matthieu Labeau, Pavlo Mozharovskyi |
| 2026 | LREC | Scare Quotes as Markers of "Questionable" Word Usages and Misalignment in Conversation: An Annotation Study. | Aina Gar Soler, Juan Carlos Zevallos Huaco, Matthieu Labeau, Chlo Clavel |
| 2025 | EMNLP | Toward the Automatic Detection of Word Meaning Negotiation Indicators in Conversation. | Aina Gar Soler, Matthieu Labeau, Chlo Clavel |
| 2025 | ICAART | Decoding Persuasiveness in Eloquence Competitions: An Investigation into the LLM's Ability to Assess Public Speaking. | Alisa Barkar, Mathieu Chollet, Matthieu Labeau, Batrice Biancardi, Chlo Clavel |
| 2025 | ICML | To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers. | Roman Plaud, Alexandre Perez-Lebel, Matthieu Labeau, Antoine Saillenfest, Thomas Bonald |
| 2025 | NAACL | EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics. | Chenwei Wan, Matthieu Labeau, Chlo Clavel |
| 2023 | AAAI | An Adaptive Layer to Leverage Both Domain and Task Specific Information from Scarce Data. | Gal Guibon, Matthieu Labeau, Luce Lefeuvre, Chlo Clavel |
| 2022 | COLING | One Word, Two Sides: Traces of Stance in Contextualized Word Representations. | Aina Gar Soler, Matthieu Labeau, Chlo Clavel |
| 2022 | LREC | EZCAT: an Easy Conversation Annotation Tool. | Gal Guibon, Luce Lefeuvre, Matthieu Labeau, Chlo Clavel |
| 2022 | LREC | Polysemy in Spoken Conversations and Written Texts. | Aina Gar Soler, Matthieu Labeau, Chlo Clavel |
| 2021 | EMNLP | Improving Multimodal fusion via Mutual Dependency Maximisation. | Pierre Colombo, Emile Chapuis, Matthieu Labeau, Chlo Clavel |
| 2021 | EMNLP | Code-switched inspired losses for spoken dialog representations. | Pierre Colombo, Emile Chapuis, Matthieu Labeau, Chlo Clavel |
| 2021 | EMNLP | Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks. | Gal Guibon, Matthieu Labeau, Hlne Flamein, Luce Lefeuvre, Chlo Clavel |
| 2020 | EMNLP | Hierarchical Pre-training for Sequence Labelling in Spoken Dialog. | Emile Chapuis, Pierre Colombo, Matteo Manica, Matthieu Labeau, Chlo Clavel |
| 2020 | EMNLP | The importance of fillers for text representations of speech transcripts. | Tanvi Dinkar, Pierre Colombo, Matthieu Labeau, Chlo Clavel |
| 2020 | ICLR | Compositional languages emerge in a neural iterated learning model. | Yi Ren, Shangmin Guo, Matthieu Labeau, Shay B. Cohen, Simon Kirby |
| 2019 | EMNLP | Experimenting with Power Divergences for Language Modeling. | Matthieu Labeau, Shay B. Cohen |
| 2018 | COLING | Learning with Noise-Contrastive Estimation: Easing training by learning to scale. | Matthieu Labeau, Alexandre Allauzen |
| 2017 | EACL | An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters. | Matthieu Labeau, Alexandre Allauzen |
| 2017 | EMNLP | Character and Subword-Based Word Representation for Neural Language Modeling Prediction. | Matthieu Labeau, Alexandre Allauzen |
| 2015 | EMNLP | Non-lexical neural architecture for fine-grained POS Tagging. | Matthieu Labeau, Kevin Lser, Alexandre Allauzen |