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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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| 2 |
A unified and unsupervised framework for bilingual phrase alignment on specialized comparable corpora
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In: 24th European Conference on Artificial Intelligence (ECAI) ; https://hal.archives-ouvertes.fr/hal-02447593 ; 24th European Conference on Artificial Intelligence (ECAI), Jun 2020, Santiago de Compostela, Spain (2020)
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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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| 4 |
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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Tooling up a less-resourced language with NLP : the example of Corsican and BDLC ; Outiller une langue peu dotée grâce au TALN : l’exemple du corse et BDLC
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In: 26e Conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02567779 ; 26e Conférence sur le Traitement Automatique des Langues Naturelles, 2019, Toulouse, France. pp.371-380 (2019)
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| 8 |
Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN) - PFIA 2019
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In: https://hal.archives-ouvertes.fr/hal-02566345 ; Morin, Emmanuel and Rosset, Sophie and Zweigenbaum, Pierre. Jul 2019, Toulouse, France. ATALA, 2019 (2019)
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| 9 |
Towards Simple but Efficient Next Utterance Ranking
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In: 20th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing) ; https://hal.archives-ouvertes.fr/hal-02073275 ; 20th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing), Apr 2019, La Rochelle, France (2019)
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Tooling up a less-resourced language with NLP : the example of Corsican and BDLC ; Outiller une langue peu dotée grâce au TALN : l’exemple du corse et BDLC
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In: 26e Conférence sur le Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02452276 ; 26e Conférence sur le Traitement Automatique des Langues Naturelles, 2019, Toulouse, France. pp.371-380 (2019)
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| 11 |
Leveraging Meta-Embeddings for Bilingual Lexicon Extraction from Specialized Comparable Corpora
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In: 27th International Conference on Computational Linguistics (COLING) ; https://hal.archives-ouvertes.fr/hal-02181815 ; 27th International Conference on Computational Linguistics (COLING), Aug 2018, Santa Fe, United States. pp.937-949 (2018)
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Transfer Learning for a Letter-Ngrams to Word Decoder in the Context of Historical Handwriting Recognition with Scarce Resources
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In: 27th International Conference on Computational Linguistics (COLING) ; https://hal.archives-ouvertes.fr/hal-01868743 ; 27th International Conference on Computational Linguistics (COLING), Aug 2018, Santa Fe, NM, United States. pp.1474-1484 ; http://coling2018.org/ (2018)
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Alignment of variable length terms in specialized comparable corpora ; Alignement de termes de longueurs variables en corpus comparables spécialisés
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In: 25e conférence sur le Traitement Automatique des Langues Naturelles (TALN) ; https://hal.archives-ouvertes.fr/hal-02001678 ; 25e conférence sur le Traitement Automatique des Langues Naturelles (TALN), May 2018, Rennes, France (2018)
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| 14 |
Separating Optical and Language Models through Encoder-Decoder Strategy for Transferable Handwriting Recognition
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In: 16th International Conference on Frontiers in Handwriting Recognition (ICFHR) ; https://hal.archives-ouvertes.fr/hal-01821598 ; 16th International Conference on Frontiers in Handwriting Recognition (ICFHR), Aug 2018, Niagara Falls, Canada (2018)
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Towards a unified framework for bilingual terminology extraction of single-word and multi-word terms
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In: 27th International Conference on Computational Linguistics (COLING) ; https://hal.archives-ouvertes.fr/hal-02001236 ; 27th International Conference on Computational Linguistics (COLING), Aug 2018, Santa Fe, United States. pp.2855 - 2866 (2018)
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| 16 |
KRCTool: A Bilingual KRC Concordancer for Assisted Revision ; KRCTool : un concordancier bilingue pour l'aide à la révision
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In: 1er Congrès Mondial de Traductologie (CMT) ; https://hal.archives-ouvertes.fr/hal-01757655 ; 1er Congrès Mondial de Traductologie (CMT), Apr 2017, Paris, France (2017)
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| 17 |
Bilingual Word Embeddings for Bilingual Terminology Extraction from Specialized Comparable Corpora
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In: 8th International Joint Conference on Natural Language Processing (IJCNLP) ; https://hal.archives-ouvertes.fr/hal-01757418 ; 8th International Joint Conference on Natural Language Processing (IJCNLP), Nov 2017, Taipei, Taiwan (2017)
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| 18 |
Étude préliminaire de reconnaissance d'écriture sur des documents historiques
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In: Rencontre des Jeunes Chercheurs en Recherche d'Information (RJCRI) ; https://hal.archives-ouvertes.fr/hal-01758573 ; Rencontre des Jeunes Chercheurs en Recherche d'Information (RJCRI), Mar 2017, Marseille, France (2017)
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| 19 |
Dialogue Act Taxonomy Interoperability Using a Meta-Model
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In: 18th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing) ; https://hal.archives-ouvertes.fr/hal-01539976 ; 18th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing), May 2017, Budapest, Hungary (2017)
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| 20 |
A comparative study of target-based and entity-based opinion extraction
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In: Proceedings of CICLing 2017 ; 18th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing) ; https://hal.archives-ouvertes.fr/hal-01537896 ; 18th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing), Apr 2017, Budapest, Hungary (2017)
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