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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 17 of 17 1 LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech Evain, Solène; Nguyen, Ha; Le, Hang; Zanon Boito, Marcely; Mdhaffar, Salima; Alisamir, Sina; Tong, Ziyi; Tomashenko, Natalia; Dinarelli, Marco; Parcollet, Titouan; Allauzen, Alexandre; Estève, Yannick; Lecouteux, Benjamin; Portet, François; Rossato, Solange; Ringeval, Fabien; Schwab, Didier; Besacier, Laurent In: INTERSPEECH 2021: Conference of the International Speech Communication Association ; https://hal.archives-ouvertes.fr/hal-03317730 ; INTERSPEECH 2021: Conference of the International Speech Communication Association, Aug 2021, Brno, Czech Republic (2021) Abstract: International audience ; Self-Supervised Learning (SSL) using huge unlabeled data has been successfully explored for image and natural language processing. Recent works also investigated SSL from speech. They were notably successful to improve performance on downstream tasks such as automatic speech recognition (ASR). While these works suggest it is possible to reduce dependence on labeled data for building efficient speech systems, their evaluation was mostly made on ASR and using multiple and heterogeneous experimental settings (most of them for English). This questions the objective comparison of SSL approaches and the evaluation of their impact on building speech systems. In this paper, we propose LeBenchmark: a reproducible framework for assessing SSL from speech. It not only includes ASR (high and low resource) tasks but also spoken language understanding, speech translation and emotion recognition. We also focus on speech technologies in a language different than English: French. SSL models of different sizes are trained from carefully sourced and documented datasets. Experiments show that SSL is beneficial for most but not all tasks which confirms the need for exhaustive and reliable benchmarks to evaluate its real impact. LeBenchmark is shared with the scientific community for reproducible research in SSL from speech. Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; ASR; Automatic Emotion Recognition; Self-Supervised Representation Learning; SLU; Speech Translation URL: https://hal.archives-ouvertes.fr/hal-03317730/file/FLOWBERT_IS2021.pdf https://hal.archives-ouvertes.fr/hal-03317730/document https://hal.archives-ouvertes.fr/hal-03317730 BASE Hide details 2 LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech Evain, Solène; Nguyen, Ha; Le, Hang... In: INTERSPEECH 2021: ; INTERSPEECH 2021: Conference of the International Speech Communication Association ; https://hal.archives-ouvertes.fr/hal-03317730 ; INTERSPEECH 2021: Conference of the International Speech Communication Association, Aug 2021, Brno, Czech Republic (2021) BASE Show details 3 LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech Evain, Solène; Nguyen, Ha; Le, Hang... In: INTERSPEECH 2021: ; INTERSPEECH 2021: Conference of the International Speech Communication Association ; https://hal.archives-ouvertes.fr/hal-03317730 ; INTERSPEECH 2021: Conference of the International Speech Communication Association, Aug 2021, Brno, Czech Republic (2021) BASE Show details 4 Lightweight Adapter Tuning for Multilingual Speech Translation Le, Hang; Pino, Juan; Wang, Changhan... In: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) ; https://hal.archives-ouvertes.fr/hal-03294912 ; The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), Aug 2021, Bangkok (Virtual), Thailand (2021) BASE Show details 5 ON-TRAC' systems for the IWSLT 2021 low-resource speech translation and multilingual speech translation shared tasks Le, Hang; Barbier, Florentin; Nguyen, Ha... In: Proceedings of the 18th International Conference on Spoken Language Translation, ; International Conference on Spoken Language Translation (IWSLT) ; https://hal.archives-ouvertes.fr/hal-03298854 ; International Conference on Spoken Language Translation (IWSLT), Aug 2021, Bangkok (virtual), Thailand. ⟨10.18653/v1/2021.iwslt-1.20⟩ (2021) BASE Show details 6 Lightweight Adapter Tuning for Multilingual Speech Translation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Besacier, Laurent; Besacier, laurent.besacier@univ-grenoble-alpes.fr. - : Underline Science Inc., 2021 BASE Show details 7 FlauBERT: Unsupervised Language Model Pre-training for French Le, Hang; Vial, Loïc; Frej, Jibril... In: Proceedings of the 12th Language Resources and Evaluation Conference ; LREC ; https://hal.archives-ouvertes.fr/hal-02890258 ; LREC, 2020, Marseille, France (2020) BASE Show details 8 FlauBERT : Unsupervised Language Model Pre-training for French ; FlauBERT : des modèles de langue contextualisés pré-entraînés pour le français Le, Hang; Vial, Loïc; Frej, Jibril... In: Actes de la 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles ; 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02784776 ; 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles, Jun 2020, Nancy, France. pp.268-278 (2020) BASE Show details 9 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation Le, Hang; Pino, Juan; Wang, Changhan... In: COLING 2020 (long paper) ; https://hal.archives-ouvertes.fr/hal-02991564 ; COLING 2020 (long paper), Dec 2020, Virtual, Spain (2020) BASE Show details 10 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2020 BASE Show details 11 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 12 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 13 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 14 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 15 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 16 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... The 28th International Conference on Computational Linguistics 2020; Besacier, Laurent; Gu, Jiatao. - : Underline Science Inc., 2020 BASE Show details 17 Influences on smartphone adoption by language learners Doan, Nguyen Thi Le Hang. - : CALL-EJ, 2018 BASE Show details

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