@phdthesis{pelloin2024,
  title = {{La compr{\'e}hension de la parole dans les syst{\`e}mes de dialogues humain-machine {\`a} l'heure des mod{\`e}les pr{\'e}-entra{\^i}n{\'e}s}},
  author = {Pelloin, Valentin},
  year = 2024,
  month = Jan,
  number = {2024LEMA1002},
  url = {https://theses.hal.science/tel-04446162},
  school = {{Le Mans Universit{\'e}}},
  keywords = {Spoken language understanding ; Automatic speech recognition ; Neural networks ; Pretrained models ; Self-Supervised models ; Attention mechanisms ; Semantic concepts extraction ; Deep learning ; Compr{\'e}hension de la parole ; Reconnaissance automatique de la parole ; R{\'e}seaux de neurones ; Mod{\`e}les pr{\'e}-Entra{\^i}n{\'e}s ; Mod{\`e}les auto-Supervis{\'e}s ; M{\'e}canismes d'attention ; Extraction de concepts s{\'e}mantiques ; Apprentissage profond},
  type = {Theses},
  pdf = {https://theses.hal.science/tel-04446162/file/2024LEMA1002.pdf},
  hal_id = {tel-04446162},
  hal_version = {v1}
}

			

@inproceedings{laperriere22_slt,
  title = {On the Use of Semantically-Aligned Speech Representations for Spoken Language Understanding},
  author = {Laperrière, Gaëlle and Pelloin, Valentin and Rouvier, Mickaël and Stafylakis, Themos and Estève, Yannick},
  year = 2023,
  booktitle = {2022 IEEE Spoken Language Technology Workshop (SLT)},
  volume = {},
  number = {},
  pages = {361--368},
  doi = {10.1109/SLT54892.2023.10023013}
}

			

@inproceedings{pelloin22_interspeech,
  author={Valentin Pelloin and Franck Dary and Nicolas Hervé and Benoit Favre and Nathalie Camelin and Antoine Laurent and Laurent Besacier},
  title={{ASR-Generated Text for Language Model Pre-training Applied to Speech Tasks}},
  year=2022,
  booktitle={Proc. Interspeech 2022},
  pages={3453--3457},
  doi={10.21437/Interspeech.2022-352}
  }

			

@inproceedings{herve2022,
  title = {Using {ASR}-Generated Text for Spoken Language Modeling},
  author = {Herv{\'e}, Nicolas  and Pelloin, Valentin  and Favre, Benoit  and Dary, Franck  and Laurent, Antoine  and Meignier, Sylvain  and Besacier, Laurent},
  year = 2022,
  month = may,
  booktitle = {Proceedings of BigScience Episode {\#}5 -- Workshop on Challenges {\&} Perspectives in Creating Large Language Models},
  publisher = {Association for Computational Linguistics},
  address = {virtual+Dublin},
  pages = {17--25},
  doi = {10.18653/v1/2022.bigscience-1.2},
  url = {https://aclanthology.org/2022.bigscience-1.2}
}

			

@inproceedings{laperriere2022_b,
  title = {The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools},
  author = {Gaëlle Laperrière, Valentin Pelloin, Antoine Caubrière, Salima Mdhaffar, Nathalie Camelin, Sahar Ghannay, Bassam Jabaian and Yannick Estève},
  year = 2022,
  month = {June},
  booktitle = {LREC 2022},
  pages = {1595--1602},
  address = {Marseille, France},
  publisher = {European Language Resources Association},
}

			

@inproceedings{mdhaffar2022,
  title = {Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding},
  author = {Salima Mdhaffar, Valentin Pelloin, Antoine Caubrière, Gaëlle Laperriere, Sahar Ghannay, Bassam Jabaian, Nathalie Camelin and Yannick Estève},
  year = 2022,
  month = {June},
  booktitle = {LREC 2022},
  pages = {2949--2956},
  address = {Marseille, France},
  publisher = {European Language Resources Association},
}

			

@inproceedings{pelloin2022jep,
  title = {Architectures neuronales bout-en-bout pour la compréhension de la parole},
  author = {Valentin Pelloin, Nathalie Camelin, Antoine Laurent, Renato De Mori and Sylvain Meignier},
  year = 2022,
  month = {June},
  booktitle = {JEP 2022},
  address = {Noirmoutier, France},
  pages = {823--832},
  doi = {10.21437/JEP.2022-87}
}

			

@inproceedings{laperriere2022_a,
  title = {Le benchmark MEDIA revisité : données, outils et évaluation dans un contexte d’apprentissage profond},
  author = {Gaëlle Laperrière, Valentin Pelloin, Antoine Caubrière, Salima Mdhaffar, Nathalie Camelin, Sahar Ghannay, Bassam Jabaian and Yannick Estève},
  year = 2022,
  month = {June},
  booktitle = {JEP 2022},
  address = {Noirmoutier, France},
  pages = {481--490},
  doi = {10.21437/JEP.2022-51}
}

			

@inproceedings{pelloin2021,
  title = {End2End Acoustic to Semantic Transduction},
  author = {Pelloin, Valentin and Camelin, Nathalie and Laurent, Antoine and De Mori, Renato and Caubrière, Antoine and Estève, Yannick and Meignier, Sylvain},
  year = 2021,
  booktitle = {ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  volume = {},
  number = {},
  pages = {7448--7452},
  doi = {10.1109/icassp39728.2021.9413581},
  url = {https://ieeexplore.ieee.org/document/9413581}
  }

			

@inproceedings{reutenauer2020,
  title = {{Technologies s{\'e}mantiques et acc{\`e}s {\`a} l'information dans le prescrit SNCF}},
  author = {Reutenauer, Coralie and Lefeuvre, Luce and Fouqueray, Aur{\'e}lie and Prouteau, Thibault and Pelloin, Valentin and Lopez, C{\'e}dric and Nathalie, Camelin and Segond, Fr{\'e}d{\'e}rique and Nicolas, Dugu{\'e} and Bourigault, Didier},
  year = 2020,
  month = Oct,
  booktitle = {{Lambda Mu 22 (e-congr{\`e}s) - 22{\`e}me Congr{\`e}s de Ma{\^i}trise des Risques et de S{\^u}ret{\'e} de Fonctionnement, Institut pour la Ma{\^i}trise des Risques}},
  address = {Le Havre (e-congr{\`e}s), France},
  url = {https://hal.archives-ouvertes.fr/hal-03476574},
  hal_id = {hal-03476574},
  hal_version = {v1}
}

			

@inproceedings{pelloin2020,
  title = {Apprentissage de plongements de mots sur des corpus en langue de sp{\'e}cialit{\'e} : une {\'e}tude d{'}impact},
  author = {Pelloin, Valentin and Prouteau, Thibault},
  year = 2020,
  month = 6,
  booktitle = {Actes de la 6e conf{\'e}rence conjointe Journ{\'e}es d'{\'E}tudes sur la Parole (JEP, 33e {\'e}dition), Traitement Automatique des Langues Naturelles (TALN, 27e {\'e}dition), Rencontre des {\'E}tudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (R{\'E}CITAL, 22e {\'e}dition). Volume 3 : Rencontre des {\'E}tudiants Chercheurs en Informatique pour le TAL},
  publisher = {ATALA et AFCP},
  address = {Nancy, France},
  pages = {164--178},
  url = {https://aclanthology.org/2020.jeptalnrecital-recital.13},
  language = {French}
}