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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 Page: 1 2 3 Hits 1 – 20 of 44 1 Automatic Speech Recognition and Query By Example for Creole Languages Documentation MACAIRE, Cécile; Schwab, Didier; Lecouteux, Benjamin... In: Findings of the Association for Computational Linguistics: ACL 2022 ; https://hal.archives-ouvertes.fr/hal-03625303 ; Findings of the Association for Computational Linguistics: ACL 2022, May 2022, Dublin, Ireland (2022) BASE Show details 2 Deceptive Opinions Detection Using New Proposed Arabic Semantic Features Ziani, Amel; Azizi, Nabiha; Schwab, Didier... In: ISSN: 1877-0509 ; EISSN: 1877-0509 ; Procedia Computer Science ; https://hal.archives-ouvertes.fr/hal-03299022 ; Procedia Computer Science, Elsevier, 2021, 189, pp.29 - 36. ⟨10.1016/j.procs.2021.05.067⟩ (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: 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 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 5 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 6 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 7 Visualizing Cross-Lingual Discourse Relations in Multilingual TED Corpora Kim, Zae; Nikoulina, Vassilina; Kang, Dongyeop... In: Proceedings of the 2nd Workshop on Computational Approaches to Discourse ; CODI 2021: 2nd Workshop on Computational Approaches to Discourse ; https://hal.archives-ouvertes.fr/hal-03642341 ; CODI 2021: 2nd Workshop on Computational Approaches to Discourse, Nov 2021, Punta Cana, Dominican Republic. ⟨10.18653/v1/2021.codi-main.16⟩ (2021) BASE Show details 8 Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads? Kim, Zae,; Besacier, Laurent; Nikoulina, Vassilina... In: Findings of ACL 2021 ; https://hal.archives-ouvertes.fr/hal-03299010 ; Findings of ACL 2021, Aug 2021, Bangkok (virtual), Thailand (2021) BASE Show details 9 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 10 Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads? ... Kim, Zae Myung; Besacier, Laurent; Nikoulina, Vassilina. - : arXiv, 2021 BASE Show details 11 Lightweight Adapter Tuning for Multilingual Speech Translation ... Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2021 BASE Show details 12 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 13 Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads? ... 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; Kim, Zae Myung. - : Underline Science Inc., 2021 BASE Show details 14 FlauBERT: Unsupervised Language Model Pre-training for French Le, Hang; Vial, Loïc; Frej, Jibril; Segonne, Vincent; Coavoux, Maximin; Lecouteux, Benjamin; Allauzen, Alexandre; Crabbe, Benoit; Besacier, Laurent; Schwab, Didier In: Proceedings of the 12th Language Resources and Evaluation Conference ; LREC ; https://hal.archives-ouvertes.fr/hal-02890258 ; LREC, 2020, Marseille, France (2020) Abstract: International audience ; Language models have become a key step to achieve state-of-the art results in many different Natural Language Processing (NLP) tasks. Leveraging the huge amount of unlabeled texts nowadays available, they provide an efficient way to pre-train continuous word representations that can be fine-tuned for a downstream task, along with their contextualization at the sentence level. This has been widely demonstrated for English using contextualized representations (Dai and Le, 2015; Peters et al., 2018; Howard and Ruder, 2018; Radford et al., 2018; Devlin et al., 2019; Yang et al., 2019b). In this paper, we introduce and share FlauBERT, a model learned on a very large and heterogeneous French corpus. Models of different sizes are trained using the new CNRS (French National Centre for Scientific Research) Jean Zay supercomputer. We apply our French language models to diverse NLP tasks (text classification, paraphrasing, natural language inference, parsing, word sense disambiguation) and show that most of the time they outperform other pre-training approaches. Different versions of FlauBERT as well as a unified evaluation protocol for the downstream tasks, called FLUE (French Language Understanding Evaluation), are shared to the research community for further reproducible experiments in French NLP. Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; BERT; FlauBERT; FLUE; French; language model; natural language inference; NLP benchmark; paraphrase; parsing; pre-training; text classification; Transformer; word sense disambiguation URL: https://hal.archives-ouvertes.fr/hal-02890258/file/Flaubert.pdf https://hal.archives-ouvertes.fr/hal-02890258 https://hal.archives-ouvertes.fr/hal-02890258/document BASE Hide details 15 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 16 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 17 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2020 BASE Show details 18 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 19 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 20 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details Page: 1 2 3

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