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Simplification automatique de textes biomédicaux en français : les données précises de petite taille aident
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In: Actes de la 28e Conférence sur le Traitement Automatique des Langues Naturelles. Volume 1 : conférence principale ; TALN - Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-03509735 ; TALN - Traitement Automatique des Langues Naturelles, Jul 2021, Lille, France (2021)
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Disambiguation of Medical Abbreviations in French with Supervised Methods
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In: Studies in Health Technology and Informatics ; https://hal.archives-ouvertes.fr/hal-03335532 ; Studies in Health Technology and Informatics, 2021, ⟨10.3233/shti210171⟩ (2021)
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Fine-Grained Simplification of Medical Documents
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In: Studies in Health Technology and Informatics ; https://hal.archives-ouvertes.fr/hal-03335524 ; Studies in Health Technology and Informatics, 281, pp.308-312, 2021, ⟨10.3233/shti210170⟩ (2021)
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Simplification automatique de textes biomédicaux en français: lorsque des données précises de petite taille aident
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In: Actes de la 28e Conférence sur le Traitement Automatique des Langues Naturelles. Volume 1 : conférence principale ; Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-03265887 ; Traitement Automatique des Langues Naturelles, 2021, Lille, France. pp.275-277 (2021)
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Modals as predictive factor for L2 proficiency level
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In: ISLE (International society for the Linguistics of English) ; https://hal.archives-ouvertes.fr/hal-03558793 ; ISLE (International society for the Linguistics of English), Jun 2021, Joensuu, Finland (2021)
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Parallel sentence alignment from biomedical comparable corpora
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In: Studies in Health Technology and Informatics ; https://hal.archives-ouvertes.fr/hal-03095183 ; Studies in Health Technology and Informatics, 270, pp.362-366, 2020, ⟨10.3233/SHTI200183⟩ (2020)
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Construction d'un corpus parallèle à partir de corpus comparables pour la simplification de textes médicaux en français
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In: ISSN: 1248-9433 ; EISSN: 1965-0906 ; Revue TAL ; https://hal.archives-ouvertes.fr/hal-03094983 ; Revue TAL, ATALA (Association pour le Traitement Automatique des Langues), 2020 (2020)
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Typologie de transformations dans la simplification de textes
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In: Congrès mondial de la linguistique française ; https://hal.archives-ouvertes.fr/hal-03095235 ; Congrès mondial de la linguistique française, Jul 2020, Montpellier, France (2020)
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Fine-grained text simplification in French: steps towards a better grammaticality
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In: ISHIMR Proceedings of the 18th International Symposium on Health Information Management Research ; https://hal.archives-ouvertes.fr/hal-03095247 ; ISHIMR Proceedings of the 18th International Symposium on Health Information Management Research, Sep 2020, Kalmar, Sweden. ⟨10.15626/ishimr.2020.xxx⟩ (2020)
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Rated Lexicon for the Simplification of Medical Texts
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In: The Fifth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing HEALTHINFO 2020 ; https://hal.archives-ouvertes.fr/hal-03095275 ; The Fifth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing HEALTHINFO 2020, Oct 2020, Porto, Portugal (2020)
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French Biomedical Text Simplification: When Small and Precise Helps
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In: Proceedings of the 28th International Conference on Computational Linguistics ; The 28th International Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03095290 ; The 28th International Conference on Computational Linguistics, Dec 2020, Barcelone ( on line), Spain (2020)
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RNN embeddings for identifying difficult to understand medical words
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In: ACL Workshop on Biomedical Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02371219 ; ACL Workshop on Biomedical Natural Language Processing, Aug 2019, Florence, Italy (2019)
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Speculation and negation detection in french biomedical corpora
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In: RANLP 2019 - Recent Advances in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02284444 ; RANLP 2019 - Recent Advances in Natural Language Processing, Sep 2019, Varna, Bulgaria. pp.1-10 (2019)
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Abstract:
International audience ; In this work, we propose to address the detection of negation and speculation, and of their scope, in French biomedical documents. It has been indeed observed that they play an important role and provide crucial clues for other NLP applications. Our methods are based on CRFs and BiLSTM. We reach up to 97.21 % and 91.30 % F-measure for the detection of negation and speculation cues, respectively , using CRFs. For the computing of scope, we reach up to 90.81 % and 86.73 % F-measure on negation and speculation , respectively, using BiLSTM-CRF fed with word embeddings.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE/I.2.6: Learning; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE/I.2.7: Natural Language Processing
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URL: https://hal.archives-ouvertes.fr/hal-02284444 https://hal.archives-ouvertes.fr/hal-02284444/file/RANLP2019%281%29.pdf https://hal.archives-ouvertes.fr/hal-02284444/document
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Parallel sentence retrieval from comparable corpora for biomedical text simplification
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In: Proceedings of Recent Advances in Natural Language Processing ; RANLP 2019 ; https://hal.archives-ouvertes.fr/hal-02430458 ; RANLP 2019, Sep 2019, Varna, Bulgaria (2019)
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Automatic detection of parallel sentences from comparable biomedical texts
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In: CICLING 2019 ; https://hal.archives-ouvertes.fr/hal-02430419 ; CICLING 2019, Apr 2019, La Rochelle, France (2019)
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Simplification-induced transformations: typology and some characteristics
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In: Proceedings of the 18th BioNLP Workshop and Shared Task ; BioNLP 2019 ; https://hal.archives-ouvertes.fr/hal-02430514 ; BioNLP 2019, Aug 2019, Florence, Italy. ⟨10.18653/v1/W19-5033⟩ (2019)
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Annotations d'entités et de relations sur des résumés d'articles scientifiques pour la détection d'interactions entre aliments et médicaments
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In: TALMED 2019 ; https://hal.archives-ouvertes.fr/hal-02430510 ; TALMED 2019, Aug 2019, Lyon, France (2019)
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Construire une première base de connaissance du patrimoine textile de la région Hauts-de-France
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In: 21ème édition du Colloque International sur le Document numériquE - CiDE.21 “ Économie(s) du document : pratiques et prospectives liées au numérique ” ; https://hal.archives-ouvertes.fr/hal-02561080 ; 21ème édition du Colloque International sur le Document numériquE - CiDE.21 “ Économie(s) du document : pratiques et prospectives liées au numérique ”, Apr 2019, Djerba, Tunisie (2019)
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Query selection methods for automated corpora construction with a use case in food-drug interactions
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In: ACL Workshop on Biomedical Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02371207 ; ACL Workshop on Biomedical Natural Language Processing, Aug 2019, Florence, Italy. pp.115-124, ⟨10.18653/v1/W19-5013⟩ (2019)
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WikiWars-UA : Ukrainian corpus annotated with temporal expressions
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In: Computational Linguistics and Intelligent Systems ; https://hal.archives-ouvertes.fr/hal-02371237 ; Computational Linguistics and Intelligent Systems, Apr 2019, Kharkiv, Ukraine (2019)
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