Where Are We in Semantic Concept Extraction for Spoken Language Understanding? - Sahar Ghannay; Antoine Caubrière; Salima Mdhaffar; Gaëlle Laperrière; Bassam Jabaian; Yannick Estève (SPECOM, 2021)

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)

Specialized Semantic Enrichment of Speech Representations. - Gaëlle Laperrière; Ha Nguyen; Sahar Ghannay; Bassam Jabaian; Yannick Estève (ICASSP Workshops, 2023)

Semantic Enrichment Towards Efficient Speech Representations. - Gaëlle Laperrière; Ha Nguyen; Sahar Ghannay; Bassam Jabaian; Yannick Estève (INTERSPEECH, 2023)

ON-TRAC Consortium Systems for the IWSLT 2023 Dialectal and Low-resource Speech Translation Tasks. - Antoine Laurent; Souhir Gahbiche; Ha Nguyen; Haroun Elleuch; Fethi Bougares; Antoine Thiol; Hugo Riguidel; Salima Mdhaffar; Gaëlle Laperrière; Lucas Maison; Sameer Khurana; Yannick Estève (IWSLT@ACL, 2023)

New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark. - Nadège Alavoine; Gaëlle Laperrière; Christophe Servan; Sahar Ghannay; Sophie Rosset (LREC/COLING, 2024)

A dual task learning approach to fine-tune a multilingual semantic speech encoder for Spoken Language Understanding. - Gaëlle Laperrière; Sahar Ghannay; Bassam Jabaian; Yannick Estève (INTERSPEECH, 2024)

Nouvelle tâche sémantique pour le corpus de compréhension de parole en français MEDIA. - Nadège Alavoine; Gaëlle Laperrière; Christophe Servan; Sahar Ghannay; Sophie Rosset (TALN (JEP), 2024)

Open-Source Conversational AI with SpeechBrain 1.0. - Mirco Ravanelli; Titouan Parcollet; Adel Moumen; Sylvain de Langen; Cem Subakan; Peter Plantinga; Yingzhi Wang 002; Pooneh Mousavi; Luca Della Libera; Artem Ploujnikov; Francesco Paissan; Davide Borra; et al. (CoRR, 2024)

Compréhension de la parole dans un contexte multilingue. (Spoken Language Understanding in a multilingual context). - Gaëlle Laperrière (2024)