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Lessons Learned from the Usability Evaluation of a Simulated Patient Dialogue System
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In: ISSN: 0148-5598 ; EISSN: 1573-689X ; Journal of Medical Systems ; https://hal.archives-ouvertes.fr/hal-03452553 ; Journal of Medical Systems, Springer Verlag (Germany), 2021, 45 (7), ⟨10.1007/s10916-021-01737-4⟩ (2021)
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On the cross-lingual transferability of multilingual prototypical models across NLU tasks ; Sur la transférabilité interlingue des modèles prototypiques multilingues à travers les tâches NLU
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In: ACL workshop on Meta Learning and Its Applications to Natural Language Processing (MetaNLP) ; https://hal.archives-ouvertes.fr/hal-03298026 ; ACL workshop on Meta Learning and Its Applications to Natural Language Processing (MetaNLP), 2021, Bangkok, Thailand ; https://meta-nlp-2021.github.io (2021)
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On the cross-lingual transferability of multilingual prototypical models across NLU tasks ; Sur la transférabilité interlinguistique des modèles prototypiques multilingues à travers les tâches NLU
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In: ACL-IJCNLP 2021 ; https://hal.archives-ouvertes.fr/hal-03298408 ; ACL-IJCNLP 2021, Aug 2021, Bangkok, Thailand (2021)
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LIMSI_UPV at SemEval-2020 Task 9: Recurrent Convolutional Neural Network for Code-mixed Sentiment Analysis
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In: https://hal.archives-ouvertes.fr/hal-03294371 ; 2021 (2021)
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Where are we in Named Entity Recognition from Speech?
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In: 12th International Conference on Language Resources and Evaluation (LREC) ; https://hal.archives-ouvertes.fr/hal-02475026 ; 12th International Conference on Language Resources and Evaluation (LREC), May 2020, Marseille, France ; https://aclanthology.org/2020.lrec-1.556/ (2020)
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Abstract:
International audience ; Named entity recognition (NER) from speech is usually made through a pipeline process that consists in (i) processing audio using an automatic speech recognition system (ASR) and (ii) applying a NER to the ASR outputs. The latest data available for named entity extraction from speech in French were produced during the ETAPE evaluation campaign in 2012. Since the publication of ETAPE's campaign results, major improvements were done on NER and ASR systems, especially with the development of neural approaches for both of these components. In addition, recent studies have shown the capability of End-to-End (E2E) approach for NER / SLU tasks. In this paper, we propose a study of the improvements made in speech recognition and named entity recognition for pipeline approaches. For this type of systems, we propose an original 3-pass approach. We also explore the capability of an E2E system to do structured NER. Finally, we compare the performances of ETAPE's systems (state-of-the-art systems in 2012) with the performances obtained using current technologies. The results show the interest of the E2E approach, which however remains below an updated pipeline approach.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; Automatic Speech Recognition; End-to-End; Named Entity Recognition; Tree-structured Named Entity
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URL: https://hal.archives-ouvertes.fr/hal-02475026
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What is best for Spoken Language Understanding: Small but Task-dependant Embeddings or Huge but Out-of-domain Embeddings?
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In: IEEE International Conference on Acoustics, Speech, and Signal Processing ; https://hal.archives-ouvertes.fr/hal-02503694 ; IEEE International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelone, Spain (2020)
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The Impact of Specialized Corpora for Word Embeddings in Natural Langage Understanding.
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In: ISSN: 0926-9630 ; EISSN: 1879-8365 ; Studies in Health Technology and Informatics ; https://hal.inria.fr/hal-03476839 ; Studies in Health Technology and Informatics, IOS Press, 2020, 270, pp.432-436. ⟨10.3233/SHTI200197⟩ (2020)
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Evaluation of Embeddings in Medication Domain for Spanish Language Using Joint Natural Language Understanding
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In: IFMBE Proceedings ; https://hal.archives-ouvertes.fr/hal-03294349 ; IFMBE Proceedings, 2020, 8th European Medical and Biological Engineering Conference, 80, pp.510 - 517. ⟨10.1007/978-3-030-64610-3_58⟩ (2020)
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DiaBLa: A Corpus of Bilingual Spontaneous Written Dialogues for Machine Translation
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.inria.fr/hal-03021633 ; Language Resources and Evaluation, Springer Verlag, 2020, ⟨10.1007/s10579-020-09514-4⟩ (2020)
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Designing a virtual patient dialogue system based on terminology-rich resources: Challenges and evaluation
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A Metric Learning Approach to Misogyny Categorization
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In: Proceedings of the 5th Workshop on Representation Learning for NLP ; Workshop on Representation Learning for NLP ; https://hal.archives-ouvertes.fr/hal-02989293 ; Workshop on Representation Learning for NLP, Jul 2020, Online, France. pp.89-94, ⟨10.18653/v1/2020.repl4nlp-1.12⟩ (2020)
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Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation Task
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In: In Proceedings of The 28th International Conference on Computational Linguistics (COLING’2020), 2020 ; https://hal.archives-ouvertes.fr/hal-03007482 ; In Proceedings of The 28th International Conference on Computational Linguistics (COLING’2020), 2020, Dec 2020, Barcelona (online), Spain (2020)
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LIMSI_UPV at SemEval-2020 Task 9: Recurrent Convolutional Neural Network for Code-mixed Sentiment Analysis ...
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Exploiting languages proximity for part-of-speech tagging of three French regional languages
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-02358020 ; Language Resources and Evaluation, Springer Verlag, 2019, pp.1-26 (2019)
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Demonette2 \textendash A large scale derivational database for French: first results ; Demonette2 - Une base de données dérivationnelle du français à grande échelle : premiers résultats
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In: Conférence sur le Traitement Automatique des Langues Naturelles (TALN) - PFIA ; https://hal.archives-ouvertes.fr/hal-02567772 ; Conférence sur le Traitement Automatique des Langues Naturelles (TALN) - PFIA, Jul 2019, Toulouse, France. pp.233-244 (2019)
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Apprentissage de plongements de mots dynamiques avec régularisation de la dérive
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In: Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN) PFIA 2019. Volume I : Articles longs ; 26e Conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02566346 ; 26e Conférence sur le Traitement Automatique des Langues Naturelles, 2019, Toulouse, France. pp.13-26 (2019)
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PolylexFLE : une base de données d'expressions polylexicales pour le FLE
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In: Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN) PFIA 2019. Volume I : Articles longs ; 26e Conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02566348 ; 26e Conférence sur le Traitement Automatique des Langues Naturelles, 2019, Toulouse, France. pp.143-156 (2019)
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Exploration de l'apprentissage par transfert pour l'analyse de textes des réseaux sociaux
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In: 26e Conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02567773 ; 26e Conférence sur le Traitement Automatique des Langues Naturelles, 2019, Toulouse, France. pp.293-302 (2019)
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