User Pic

Antoine Caubrière

PhD student


LST ( Le Mans )

(+33) 02 43 83 38 58

antoine.caubriere[at]univ-lemans.fr

https://lium.univ-lemans.fr/en/team/antoine-caubriere/


Research Activities:

Thesis: Deep neural networks for oral and written language processing

Project(s): AISSPER, RAPACE

 

Biography

Interested in computers and new technologies since high school, I quickly decided to steer my graduate studies in this field. So, i joined the University of Le Mans to complete the “Science Pour L’ingénieur” degree with computer science option.

While doing this training course at the “Institue Informatique Claude Chappe”, I discovered the research themes of the “Laboratoire d’Informatique de l’Université du Maine” and especially the master’s degree “Ingénierie des Systèmes Intelligents” which was close to it. I chose to do the whole of this Master’s with sandwich courses, which allowed me to live an enriching professional experience.

My Master having contributed to develop my interest for neural artificial intelligence technologies. I wanted to continue my studies in this field and applied for a PhD.

My research work, linked to my PhD, aims to develop a system for named entity recognition within speech audio signals, fully neuronal.

HAL Publications  Hal https://hal.archives-ouvertes.fr/search/index/?qa[authIdHal_s][]=antoine.caubriere

LIUM Publications - 11

[1]Maha Elbayad, Ha Nguyen, Fethi Bougares, Natalia Tomashenko, Antoine Caubrière, et al.. ON-TRAC Consortium for End-to-End and Simultaneous Speech Translation Challenge Tasks at IWSLT 2020. The International Conference on Spoken Language Translation ACL - 17th IWSLT, Jul 2020, Seattle, WA, United States. <hal-02895893>
[2]Antoine Caubrière, Sophie Rosset, Yannick Estève, Antoine Laurent, Emmanuel Morin. Where are we in Named Entity Recognition from Speech?. 12th International Conference on Language Resources and Evaluation (LREC), May 2020, Marseille, France. <hal-02475026>
[3]Antoine Caubrière, Sahar Ghannay, Natalia Tomashenko, Renato de Mori, Antoine Laurent, et al.. Error analysis applied to end-to end spoken language understanding. 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020, Barcelona, Spain. <hal-02465899>
[4]Natalia Tomashenko, Christian Raymond, Antoine Caubrière, Renato de Mori, Yannick Estève. Dialogue History Integration into End-to-End Signal-to-Concept Spoken Language Understanding Systems. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2020, Barcelona, Spain. pp.5, ⟨10.1109/ICASSP40776.2020.9053247⟩. <hal-02551760>
[5]Antoine Caubrière, Sophie Rosset, Yannick Estève, Antoine Laurent, Emmanuel Morin. Où en sommes-nous dans la reconnaissance des entités nommées structurées à partir de la parole ?. 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 1 : Journées d'Études sur la Parole, 2020, Nancy, France. pp.64-72. & <hal-02798516>
[6]Manh Ha Nguyen, Natalia Tomashenko, Marcely Zanon Boito, Antoine Caubrière, Fethi Bougares, et al.. ON-TRAC Consortium End-to-End Speech Translation Systems for the IWSLT 2019 Shared Task. 16th International Workshop on Spoken Language Translation 2019, Nov 2019, Hong Kong, China. <hal-02352949>
[7]Natalia Tomashenko, Antoine Caubrière, Yannick Estève, Antoine Laurent, Emmanuel Morin. Recent Advances in End-to-End Spoken Language Understanding. 7th International Conference on Statistical Language and Speech Processing (SLSP), Oct 2019, Ljubljana, Slovenia. <hal-02353011>
[8]Antoine Caubrière, Natalia Tomashenko, Antoine Laurent, Emmanuel Morin, Nathalie Camelin, et al.. Curriculum-based transfer learning for an effective end-to-end spoken language understanding and domain portability. 20th Annual Conference of the International Speech Communication Association (InterSpeech), Sep 2019, Graz, Austria. pp.1198-1202, ⟨10.21437/interspeech.2019-1832⟩. <hal-02304597>
[9]Natalia Tomashenko, Antoine Caubrière, Yannick Estève. Investigating Adaptation and Transfer Learning for End-to-End Spoken Language Understanding from Speech. Interspeech 2019, Sep 2019, Graz, Austria. pp.824-828, ⟨10.21437/Interspeech.2019-2158⟩. <hal-02307811>
[10]Antoine Caubrière, Natalia Tomashenko, Yannick Estève, Antoine Laurent, Emmanuel Morin. Curriculum d'apprentissage : reconnaissance d'entités nommées pour l'extraction de concepts sémantiques. 26e conférence sur le Traitement Automatique des Langues Naturelles (TALN), Jul 2019, Toulouse, France. <hal-02304614>
[11]Sahar Ghannay, Antoine Caubrière, Yannick Estève, Nathalie Camelin, Edwin Simonnet, et al.. End-to-end named entity and semantic concept extraction from speech. IEEE Spoken Language Technology Workshop, Dec 2018, Athens, Greece. & <hal-01987740>