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Plongements Interprétables pour la Détection de Biais Cachés
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In: à paraître : Actes de la 28e Conférence sur le Traitement Automatique des Langues Naturelles. Volume 1 : conférence principale ; Traitement Automatique des Langues Naturelles (TALN 2021) ; https://hal.archives-ouvertes.fr/hal-03265888 ; Traitement Automatique des Langues Naturelles (TALN 2021), 2021, Lille, France. pp.64-80 ; https://talnrecital2021.inria.fr/articles-acceptes/ (2021)
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Weakly supervised discourse segmentation for multiparty oral conversations
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In: 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021) ; https://hal.archives-ouvertes.fr/hal-03466161 ; 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021), ACL: Association for Computational Linguistics, Nov 2021, Punta Cana, Dominican Republic. pp.1381-1392 ; https://aclanthology.org/2021.emnlp-main.104/ (2021)
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Abstract:
International audience ; Discourse segmentation, the first step of discourse analysis, has been shown to improve results for text summarization, translation and other NLP tasks. While segmentation models for written text tend to perform well, they are not directly applicable to spontaneous, oral conversation, which has linguistic features foreign to written text. Segmentation is less studied for this type of language, where annotated data is scarce, and existing corpora more heterogeneous. We develop a weak supervision approach to adapt, using minimal annotation, a state of the art discourse segmenter trained on written text to French conversation transcripts. Supervision is given by a latent model bootstrapped by manually defined heuristic rules that use linguistic and acoustic information. The resulting model improves the original segmenter, especially in contexts where information on speaker turns is lacking or noisy, gaining up to 13% in F-score. Evaluation is performed on data like those used to define our heuristic rules, but also on transcripts from two other corpora.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
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URL: https://hal.archives-ouvertes.fr/hal-03466161/document https://hal.archives-ouvertes.fr/hal-03466161 https://hal.archives-ouvertes.fr/hal-03466161/file/Weakly_supervised_discourse_segmentation_of_speech_conversations_with_audio_and_text_features__Emnlp21_.pdf
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Weakly supervised discourse segmentation for multiparty oral conversations ...
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Ocean Governance: on the recognition of Institutions named in International Environmental Law
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In: A função do direito na gestão sustentável dos recursos minerais marinhos ; https://hal.archives-ouvertes.fr/hal-03099568 ; A função do direito na gestão sustentável dos recursos minerais marinhos, Editora Processo - Rio de Janeiro, In press (2020)
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Tony French discourse segmentation model from Disrpt 2019 shared task ...
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Tony French discourse segmentation model from Disrpt 2019 shared task ...
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Which aspects of discourse relations are hard to learn? Primitive decomposition for discourse relation classification
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In: Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue ; Annual SIGdial Meeting on Discourse and Dialogue ; https://hal.archives-ouvertes.fr/hal-02374114 ; Annual SIGdial Meeting on Discourse and Dialogue, Sep 2019, Stockholm, Sweden ; https://www.aclweb.org/anthology/W19-5950 (2019)
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Composition of Embeddings : Lessons from Statistical Relational Learning
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In: Proceedings of SEM 2019 ; 8th Joint Conference on Lexical and Computational Semantics (SEM 2019) ; https://hal.archives-ouvertes.fr/hal-02397476 ; 8th Joint Conference on Lexical and Computational Semantics (SEM 2019), Jun 2019, Minneapolis, United States. pp.33-43 (2019)
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Weakly supervised dialog act analysis ; Analyse faiblement supervisée de conversation en actes de dialogue
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In: Conférence sur le Traitement Automatique des Langues Naturelles (TALN - PFIA 2019) ; https://hal.archives-ouvertes.fr/hal-02567765 ; Conférence sur le Traitement Automatique des Langues Naturelles (TALN - PFIA 2019), Jul 2019, Toulouse, France. pp.159-166 ; https://www.irit.fr/pfia2019/wp-content/uploads/2019/07/actes_TALN-RECITAL-courts_CH_PFIA2019-1.pdf (2019)
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Distributional semantic representation and alignment of online chat conversations ; Représentation sémantique distributionnelle et alignement de conversations par chat
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In: Conférence sur le Traitement Automatique des Langues Naturelles (TALN - PFIA 2019) ; https://hal.archives-ouvertes.fr/hal-02567782 ; Conférence sur le Traitement Automatique des Langues Naturelles (TALN - PFIA 2019), Jul 2019, Toulouse, France. pp.399-408 ; http://talnarchives.atala.org/TALN/TALN-2019/12.pdf (2019)
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Mining Discourse Markers for Unsupervised Sentence Representation Learning
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In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) ; Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2019) ; https://hal.archives-ouvertes.fr/hal-02397473 ; Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2019), Jun 2019, Minneapolis, United States. pp.3477-3486 (2019)
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Cross-Linguistic Discourse Annotation: applications and perspectives. TextLink2018 -- Final Action Conference
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In: https://hal.archives-ouvertes.fr/hal-02048987 ; 2018 (2018)
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Système d’ensemble pour la classification de tweets, DEFT 2017
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In: Atelier Défi Fouille de Textes : Analyse d'opinion et langage figuratif dans des tweets en français@ TALN/RECITAL 2017 (DEFT 2017) ; https://hal.archives-ouvertes.fr/hal-03120281 ; Atelier Défi Fouille de Textes : Analyse d'opinion et langage figuratif dans des tweets en français@ TALN/RECITAL 2017 (DEFT 2017), Jun 2017, Orléans, France. pp.27-31 ; http://talnarchives.atala.org/ateliers/2017/DEFT/2.pdf (2017)
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ANNODIS and related projects: case studies on the annotation of discourse structure
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In: Handbook of Linguistic Annotation ; https://hal.archives-ouvertes.fr/hal-01678212 ; Nancy Ide; James Pustejovsky. Handbook of Linguistic Annotation, Springer Netherlands, pp.1241-1264, 2017, 978-94-024-0881-2. ⟨10.1007/978-94-024-0881-2_47⟩ ; http://www.springer.com/gp/book/9789402408799 (2017)
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A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet
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In: Proceedings of COLING 2016 ; 26th International Conference on Computational Linguistics (COLING 2016) ; https://hal.archives-ouvertes.fr/hal-01709130 ; 26th International Conference on Computational Linguistics (COLING 2016), Dec 2016, Osaka, Japan. pp. 3542-3552 (2016)
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LECSIE - Linked Events Collection for Semantic Information Extraction
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In: 2015 25th Meeting of Computational Linguistics in The Netherlands (CLIN25) ; https://hal.archives-ouvertes.fr/hal-03198230 ; 2015 25th Meeting of Computational Linguistics in The Netherlands (CLIN25), ACL : Association for Computational Linguistics; University of Antwerp, Feb 2015, Antwerp, Netherlands ; https://www.clips.uantwerpen.be/clin25.bak.160321/home (2015)
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Developing a French FrameNet: Methodology and First results
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In: LREC - The 9th edition of the Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-01022385 ; LREC - The 9th edition of the Language Resources and Evaluation Conference, May 2014, Reykjavik, Iceland (2014)
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Présentation de l'atelier SemDis 2014 : sémantique distributionnelle pour la substitution lexicale et l'exploration de corpus spécialisés
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In: 21e Conférence sur le Traitement Automatique des Langues Naturelles (TALN 2014) ; https://hal.archives-ouvertes.fr/hal-01022216 ; 21e Conférence sur le Traitement Automatique des Langues Naturelles (TALN 2014), Jun 2014, Marseille, France. pp.196-205 (2014)
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Extraction non supervisée de relations sémantiques lexicales
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In: Actes de congrès Traitement Automatique des Langues Naturelles ; Traitement Automatique des Langues Naturelles - TALN 2014 ; https://hal.archives-ouvertes.fr/hal-01135821 ; Traitement Automatique des Langues Naturelles - TALN 2014, Jul 2014, Marseille, France. pp. 244-255 (2014)
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Computational pragmatics : time, space and discourse ; Phénomènes contextuels en TAL: temps, espace et discours
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In: https://hal-univ-tlse3.archives-ouvertes.fr/tel-03284109 ; Computation and Language [cs.CL]. UT3 Paul Sabatier, France, 2014 (2014)
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