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Lessons Learned from the Usability Evaluation of a Simulated Patient Dialogue System
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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Differential Evaluation: a Qualitative Analysis of Natural Language Processing System Behavior Based Upon Data Resistance to Processing
In: Proceedings of the 2nd Workshop on Evaluation and Comparison of NLP Systems ; EVAL4NLP, 2nd Workshop on "Evaluation & Comparison of NLP Systems", EMNLP 2021 ; https://hal.archives-ouvertes.fr/hal-03432331 ; EVAL4NLP, 2nd Workshop on "Evaluation & Comparison of NLP Systems", EMNLP 2021, Nov 2021, Punta Cana, Dominican Republic (2021)
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3
Overview of the Fourth BUCC Shared Task: Bilingual Dictionary Induction from Comparable Corpora
In: 13th Workshop on Building and Using Comparable Corpora (BUCC) ; https://hal.archives-ouvertes.fr/hal-03100822 ; 13th Workshop on Building and Using Comparable Corpora (BUCC), May 2020, Marseille, France. pp.6-13 (2020)
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4
Designing a virtual patient dialogue system based on terminology-rich resources: Challenges and evaluation
Campillos Llanos, Leonardo; Rosset, Sophie; Bilinski, Éric. - : Cambridge University Press, 2020
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Automatic Removal of Identifying Information in Official EU Languages for Public Administrations: The MAPA Project
In: Legal Knowledge and Information Systems ; Frontiers in Artificial Intelligence and Applications ; International Conference on Legal Knowledge and Information Systems ; https://hal.archives-ouvertes.fr/hal-03058311 ; International Conference on Legal Knowledge and Information Systems, Dec 2020, Brno, Prague, Czech Republic. pp.223-226, ⟨10.3233/FAIA200869⟩ ; http://ebooks.iospress.nl/volume/legal-knowledge-and-information-systems-jurix-2020-the-thirty-third-annual-conference-brno-czech-republic-december-911-2020 (2020)
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The Multilingual Anonymisation Toolkit for Public Administrations (MAPA) Project
In: Annual Conference of the European Association for Machine Translation ; https://hal.archives-ouvertes.fr/hal-03103205 ; Annual Conference of the European Association for Machine Translation, Nov 2020, Lisbon, Portugal. pp.471-472 (2020)
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7
TL-Explorer: A Digital Humanities Tool for Mapping and Analyzing Translated Literature
In: Proceedings of the The 4th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature ; https://hal.archives-ouvertes.fr/hal-03090881 ; Proceedings of the The 4th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, Dec 2020, Barcelona, Spain ; https://www.aclweb.org/anthology/2020.latechclfl-1.20/ (2020)
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8
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters
In: International Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03100665 ; International Conference on Computational Linguistics, Dec 2020, Barcelona (on line), Spain. pp.6903-6915 ; https://coling2020.org/ (2020)
Abstract: International audience ; Due to the compelling improvements brought by BERT, many recent representation models adopted the Transformer architecture as their main building block, consequently inheriting the wordpiece tokenization system despite it not being intrinsically linked to the notion of Transformers. While this system is thought to achieve a good balance between the flexibility of characters and the efficiency of full words, using predefined wordpiece vocabularies from the general domain is not always suitable, especially when building models for specialized domains (e.g., the medical domain). Moreover, adopting a wordpiece tokenization shifts the focus from the word level to the subword level, making the models conceptually more complex and arguably less convenient in practice. For these reasons, we propose CharacterBERT, a new variant of BERT that drops the wordpiece system altogether and uses a Character-CNN module instead to represent entire words by consulting their characters. We show that this new model improves the performance of BERT on a variety of medical domain tasks while at the same time producing robust, word-level, and open-vocabulary representations.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing
URL: https://hal.archives-ouvertes.fr/hal-03100665/document
https://hal.archives-ouvertes.fr/hal-03100665/file/ElBoukkouri_COLING2020.pdf
https://hal.archives-ouvertes.fr/hal-03100665
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9
French Levothyrox® Crisis: Retrospective Analysis of Social Media
In: International Society of Pharmacovigilance ; https://hal.archives-ouvertes.fr/hal-02411632 ; International Society of Pharmacovigilance, Springer International Publishing, Oct 2019, Bogota, Colombia (2019)
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10
Demonette2 \textendash A large scale derivational database for French: first results ; Demonette2 - Une base de données dérivationnelle du français à grande échelle : premiers résultats
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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11
Apprentissage de plongements de mots dynamiques avec régularisation de la dérive
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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12
PolylexFLE : une base de données d'expressions polylexicales pour le FLE
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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13
Cross-Lingual Contextual Word Embeddings Mapping with Multi-Sense Words in Mind
In: https://hal.archives-ouvertes.fr/hal-03100840 ; 2019 (2019)
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14
Exploration de l'apprentissage par transfert pour l'analyse de textes des réseaux sociaux
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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15
A Sustainable and Open Access Knowledge Organization Model to Preserve Cultural Heritage and Language Diversity
In: ISSN: 2078-2489 ; Information ; https://hal.archives-ouvertes.fr/hal-02565134 ; Information, MDPI, 2019, 10 (10), pp.303. ⟨10.3390/info10100303⟩ (2019)
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16
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
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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17
Embedding Strategies for Specialized Domains: Application to Clinical Entity Recognition
In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop ; https://hal.archives-ouvertes.fr/hal-02860947 ; Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop, Jul 2019, Florence, France. pp.295-301, ⟨10.18653/v1/P19-2041⟩ (2019)
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18
Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN) - PFIA 2019
Morin, Emmanuel; Rosset, Sophie; Zweigenbaum, Pierre. - : HAL CCSD, 2019. : ATALA, 2019
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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19
Designing a virtual patient dialogue system based on terminology-rich resources: challenges and evaluation
In: ISSN: 1351-3249 ; EISSN: 1469-8110 ; Natural Language Engineering ; https://hal.archives-ouvertes.fr/hal-02358021 ; Natural Language Engineering, Cambridge University Press (CUP), 2019, pp.1-38 (2019)
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20
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
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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