| 2026 | ACL | Identifying and typifying demographic unfairness in phoneme-level embeddings of self-supervised speech recognition models. | Felix Herron, Solange Rossato, Alexandre Allauzen, Franois Portet |
| 2026 | ACL | What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary Search. | Xinhao Zhang, Xi Chen, Franois Portet, Maxime Peyrard |
| 2026 | LREC | Building a Dataset for French Accent Classification Evaluation: Are We There Yet? | Diandra Fabre, Mathieu Avanzi, Franois Portet |
| 2026 | LREC | Pantagruel: Unified Self-Supervised Encoders for French Text and Speech. | Phuong-Hang Le, Valentin Pelloin, Arnault Chatelain, Maryem Bouziane, Mohammed Ghennai, Qianwen Guan, Kirill Milintsevich, Salima Mdhaffar, Aidan Mannion, Nils Defauw, Shuyue Gu, Alexandre Daniel Audibert, Marco Dinarelli, Yannick Estve, Lorraine Goeuriot, Steffen Lalande, Nicolas Herv, Maximin Coavoux, Franois Portet, tienne Ollion, Marie Candito, Maxime Peyrard, Solange Rossato, Benjamin Lecouteux, Aurlie Nardy, Gilles Srasset, Vincent Segonne, Solne Evain, Diandra Fabre, Didier Schwab |
| 2026 | LREC | Is Biomedical Specialization Still Worth It? Insights from Domain-Adaptive Language Modelling with a New French Health Corpus. | Aidan Mannion, Ccile Macaire, Armand Violle, Stphane Ohayon, Xavier Tannier, Didier Schwab, Lorraine Goeuriot, Franois Portet |
| 2026 | LREC | Merging Continual Pretraining Models for Domain-Specialized LLMs: A Case Study in Finance. | Kentaro Ueda, Franois Portet, Hirohiko Suwa, Keiichi Yasumoto |
| 2025 | ICLR | Everything, Everywhere, All at Once: Is Mechanistic Interpretability Identifiable? | Maxime Mloux, Silviu Maniu, Franois Portet, Maxime Peyrard |
| 2025 | INLG | Can GPT models Follow Human Summarization Guidelines? A Study for Targeted Communication Goals. | Yongxin Zhou, Fabien Ringeval, Franois Portet |
| 2024 | COLING | PSentScore: Evaluating Sentiment Polarity in Dialogue Summarization. | Yongxin Zhou, Fabien Ringeval, Franois Portet |
| 2024 | COLING | Unraveling Spontaneous Speech Dimensions for Cross-Corpus ASR System Evaluation for French. | Solne Virginie Evain, Solange Rossato, Franois Portet |
| 2024 | COLING | Audiocite.net : A Large Spoken Read Dataset in French. | Soline Felice, Solne Virginie Evain, Solange Rossato, Franois Portet |
| 2024 | COLING | FRACAS: a FRench Annotated Corpus of Attribution relations in newS. | Ange Richard, Laura Cristina Alonzo Canul, Franois Portet |
| 2024 | COLING | Jargon: A Suite of Language Models and Evaluation Tasks for French Specialized Domains. | Vincent Segonne, Aidan Mannion, Laura Cristina Alonzo Canul, Alexandre Daniel Audibert, Xingyu Liu, Ccile Macaire, Adrien Pupier, Yongxin Zhou, Mathilde Aguiar, Felix Herron, Magali Norr, Massih-Reza Amini, Pierrette Bouillon, Iris Eshkol-Taravella, Emmanuelle Esperana-Rodier, Thomas Franois, Lorraine Goeuriot, Jrme Goulian, Mathieu Lafourcade, Benjamin Lecouteux, Franois Portet, Fabien Ringeval, Vincent Vandeghinste, Maximin Coavoux, Marco Dinarelli, Didier Schwab |
| 2023 | SmartComp | Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity. | Riccardo Presotto, Sannara Ek, Gabriele Civitarese, Franois Portet, Philippe Lalanda, Claudio Bettini |
| 2022 | ACII | Multi-Corpus Affect Recognition with Emotion Embeddings and Self-Supervised Representations of Speech. | Sina Alisamir, Fabien Ringeval, Franois Portet |
| 2022 | COLING | Citation Context Classification: Critical vs Non-critical. | Sonita Te, Amira Barhoumi, Martin Lentschat, Frdrique Bordignon, Cyril Labb, Franois Portet |
| 2022 | EAMT | Multi3Generation: Multitask, Multilingual, Multimodal Language Generation. | Anabela Barreiro, Jos G. C. de Souza, Albert Gatt, Mehul Bhatt, Elena Lloret, Aykut Erdem, Dimitra Gkatzia, Helena Moniz, Irene Russo, Fbio N. Kepler, Iacer Calixto, Marcin Paprzycki, Franois Portet, Isabelle Augenstein, Mirela Alhasani |
| 2022 | Interspeech | Toward Low-Cost End-to-End Spoken Language Understanding. | Marco Dinarelli, Marco Naguib, Franois Portet |
| 2022 | LREC | Effectiveness of French Language Models on Abstractive Dialogue Summarization Task. | Yongxin Zhou, Franois Portet, Fabien Ringeval |
| 2022 | LREC | A Spoken Drug Prescription Dataset in French for Spoken Language Understanding. | Ali Can Kocabiyikoglu, Franois Portet, Prudence Gibert, Herv Blanchon, Jean-Marc Babouchkine, Gatan Gavazzi |
| 2022 | PERCOM | Federated Learning Within Pervasive Heterogeneous Environments. | Sannara Ek, Philippe Lalanda, Franois Portet |
| 2022 | PERCOM | Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR. | Sannara Ek, Romain Rombourg, Franois Portet, Philippe Lalanda |
| 2022 | PERCOM | Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain. | Anastasiia Usmanova, Franois Portet, Philippe Lalanda, Germn Vega |
| 2022 | SmartComp | Federated Continual Learning through distillation in pervasive computing. | Anastasiia Usmanova, Franois Portet, Philippe Lalanda, Germn Vega |
| 2021 | Interspeech | Untitled record | Solne Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia A. Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Estve, Benjamin Lecouteux, Franois Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier |
| 2021 | PERCOM | Artifact: A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison. | Sannara Ek, Franois Portet, Philippe Lalanda, Germn Vega |
| 2021 | PERCOM | A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison. | Sannara Ek, Franois Portet, Philippe Lalanda, Germn Vega |
| 2020 | ASSETS | Towards Automatic Captioning of University Lectures for French students who are Deaf. | Solne Evain, Benjamin Lecouteux, Franois Portet, Isabelle Esteve, Marion Fabre |
| 2020 | LREC | Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU. | Thierry Desot, Franois Portet, Michel Vacher |
| 2020 | LREC | Seq2SeqPy: A Lightweight and Customizable Toolkit for Neural Sequence-to-Sequence Modeling. | Raheel Qader, Franois Portet, Cyril Labb |
| 2019 | ASRU | SLU for Voice Command in Smart Home: Comparison of Pipeline and End-to-End Approaches. | Thierry Desot, Franois Portet, Michel Vacher |
| 2019 | DASC | Automatic Localization of Passive Infra-Red Binary Sensors in Home: from Dense to Scattered Network. | Nathavuth Kitbutrawat, Franois Portet, Hirozumi Yamaguchi, Teruo Higashino |
| 2019 | DASC | Context-Aware Voice-Based Interaction in Smart Home - VocADom@A4H Corpus Collection and Empirical Assessment of Its Usefulness. | Franois Portet, Sybille Caffiau, Fabien Ringeval, Michel Vacher, Nicolas Bonnefond, Solange Rossato, Benjamin Lecouteux, Thierry Desot |
| 2019 | INLG | Semi-Supervised Neural Text Generation by Joint Learning of Natural Language Generation and Natural Language Understanding Models. | Raheel Qader, Franois Portet, Cyril Labb |
| 2019 | PERCOM | Learning Natural Language Understanding Systems from Unaligned Labels for Voice Command in Smart Homes. | Anastasia Mishakova, Franois Portet, Thierry Desot, Michel Vacher |
| 2018 | INLG | Generation of Company descriptions using concept-to-text and text-to-text deep models: dataset collection and systems evaluation. | Raheel Qader, Khoder Jneid, Franois Portet, Cyril Labb |
| 2016 | IPMU | The Role of Graduality for Referring Expression Generation in Visual Scenes. | Albert Gatt, Nicols Marn, Franois Portet, Daniel Snchez |
| 2016 | LREC | CirdoX: an on/off-line multisource speech and sound analysis software. | Frdric Aman, Michel Vacher, Franois Portet, William Duclot, Benjamin Lecouteux |
| 2016 | LREC | The CIRDO Corpus: Comprehensive Audio/Video Database of Domestic Falls of Elderly People. | Michel Vacher, Sada Bouakaz, Marc-Eric Bobillier-Chaumon, Frdric Aman, Rizwan Ahmed Khan, Salima Body-Bekkadja, Franois Portet, Erwan Guillou, Solange Rossato, Benjamin Lecouteux |
| 2015 | HCI | Development of Automatic Speech Recognition Techniques for Elderly Home Support: Applications and Challenges. | Michel Vacher, Frdric Aman, Solange Rossato, Franois Portet |
| 2014 | Interspeech | Multichannel automatic recognition of voice command in a multi-room smart home: an experiment involving seniors and users with visual impairment. | Michel Vacher, Benjamin Lecouteux, Franois Portet |
| 2014 | LREC | The Sweet-Home speech and multimodal corpus for home automation interaction. | Michel Vacher, Benjamin Lecouteux, Pedro Chahuara, Franois Portet, Brigitte Meillon, Nicolas Bonnefond |
| 2013 | Interspeech | In-home detection of distress calls: the case of aged users. | Frdric Aman, Michel Vacher, Solange Rossato, Franois Portet |
| 2013 | Interspeech | Evaluation of a real-time voice order recognition system from multiple audio channels in a home. | Michel Vacher, Benjamin Lecouteux, Dan Istrate, Thierry Joubert, Franois Portet, Mohamed A. Sehili, Pedro Chahuara |
| 2011 | Interspeech | Distant Speech Recognition in a Smart Home: Comparison of Several Multisource ASRs in Realistic Conditions. | Benjamin Lecouteux, Michel Vacher, Franois Portet |
| 2010 | INLG | Textual Properties and Task-based Evaluation: Investigating the Role of Surface Properties, Structure and Content. | Albert Gatt, Franois Portet |
| 2009 | AIME | Using Temporal Constraints to Integrate Signal Analysis and Domain Knowledge in Medical Event Detection. | Feng Gao, Yaji Sripada, Jim Hunter, Franois Portet |
| 2009 | AIME | Towards a Possibility-Theoretic Approach to Uncertainty in Medical Data Interpretation for Text Generation. | Franois Portet, Albert Gatt |
| 2009 | RANLP | Text Content and Task Performance in the Evaluation of a Natural Language Generation System. | Albert Gatt, Franois Portet |
| 2008 | AMIA | Summarising Complex ICU Data in Natural Language. | Jim Hunter, Yvonne Freer, Albert Gatt, Robert Logie, Neil McIntosh, Marian van der Meulen, Franois Portet, Ehud Reiter, Somayajulu Sripada, Cindy Sykes |
| 2008 | ECAI | Intelligent adaptive monitoring for cardiac surveillance. | Lucie Callens, Guy Carrault, Marie-Odile Cordier, lisa Fromont, Franois Portet, Rene Quiniou |
| 2008 | ECAI | Using Natural Language Generation Technology to Improve Information Flows in Intensive Care Units. | Jim Hunter, Albert Gatt, Franois Portet, Ehud Reiter, Somayajulu Sripada |
| 2008 | INLG | The Importance of Narrative and Other Lessons from an Evaluation of an NLG System that Summarises Clinical Data. | Ehud Reiter, Albert Gatt, Franois Portet, Marian van der Meulen |
| 2007 | AIME | Learning Decision Tree for Selecting QRS Detectors for Cardiac Monitoring. | Franois Portet, Rene Quiniou, Marie-Odile Cordier, Guy Carrault |
| 2007 | AIME | Automatic Generation of Textual Summaries from Neonatal Intensive Care Data. | Franois Portet, Ehud Reiter, Jim Hunter, Somayajulu Sripada |