Apprentissage de plongements de mots sur des corpus en langue de spécialité : une étude d'impact (Learning word embeddings on domain specific corpora : an impact study ). - Valentin Pelloin; Thibault Prouteau (JEP-TALN-RECITAL (3), 2020)

End2End Acoustic to Semantic Transduction. - Valentin Pelloin; Nathalie Camelin; Antoine Laurent; Renato De Mori; Antoine Caubrière; Yannick Estève; Sylvain Meignier (ICASSP, 2021)

ASR-Generated Text for Language Model Pre-training Applied to Speech Tasks. - Valentin Pelloin; Franck Dary; Nicolas Hervé; Benoît Favre; Nathalie Camelin; Antoine Laurent; Laurent Besacier (INTERSPEECH, 2022)

The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools. - Gaëlle Laperrière; Valentin Pelloin; Antoine Caubrière; Salima Mdhaffar; Nathalie Camelin; Sahar Ghannay; Bassam Jabaian; Yannick Estève (LREC, 2022)

Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding. - Salima Mdhaffar; Valentin Pelloin; Antoine Caubrière; Gaëlle Laperrière; Sahar Ghannay; Bassam Jabaian; Nathalie Camelin; Yannick Estève (LREC, 2022)

On the Use of Semantically-Aligned Speech Representations for Spoken Language Understanding. - Gaëlle Laperrière; Valentin Pelloin; Mickaël Rouvier; Themos Stafylakis; Yannick Estève (SLT, 2022)

Gender Representation in TV and Radio: Automatic Information Extraction methods versus Manual Analyses. - David Doukhan; Lena Dodson; Manon Conan; Valentin Pelloin; Aurélien Clamouse; Mélina Lepape; Géraldine Van Hille; Cécile Méadel; Marlène Coulomb-Gully (INTERSPEECH, 2024)

Automatic Classification of News Subjects in Broadcast News: Application to a Gender Bias Representation Analysis. - Valentin Pelloin; Lena Dodson; Émile Chapuis; Nicolas Hervé; David Doukhan (INTERSPEECH, 2024)

La compréhension de la parole dans les systèmes de dialogues humain-machine à l'heure des modèles pré-entraînés. (Spoken language understanding in human-computer dialogue systems in the era of pretrained models). - Valentin Pelloin (2024)