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Rethinking Automatic Evaluation in Sentence Simplification
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In: https://hal.inria.fr/hal-03199901 ; 2021 (2021)
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Multilingual Unsupervised Sentence Simplification
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In: https://hal.inria.fr/hal-03109299 ; 2021 (2021)
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Automatic sentence simplification using controllable and unsupervised methods ; Simplification automatique de phrases à l'aide de méthodes contrôlables et non supervisées
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In: https://tel.archives-ouvertes.fr/tel-03543971 ; Computation and Language [cs.CL]. Sorbonne Université, 2021. English. ⟨NNT : 2021SORUS265⟩ (2021)
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Abstract:
In this thesis we study the task of automatic sentence simplification. We first study the different methods used to evaluate simplification models, highlight several shortcomings of current approaches, and propose new contributions. We then propose to train sentence simplification models that can be adapted to the target user, allowing for greater simplification flexibility. Finally, we extend the scope of sentence simplification to several languages, by proposing methods that do not require annotated training data, but that nevertheless achieve very strong performance. ; Dans cette thèse nous étudions la tâche de la simplification automatique de phrases. Dans un premier temps nous étudions les différentes manières d'évaluer les modèles de simplification, mettons en lumière plusieurs faiblesse des méthodes actuelles, et proposons de nouvelles contributions. Nous proposons ensuite d'entrainer des modèles de simplification de phrases qui puissent être adaptés à l'utilisateur visé, permettant une plus grande flexibilité de simplification. Enfin nous étendons le champ d'application de la simplification de phrases à plusieurs langues, en proposant des méthodes qui ne nécessitent pas de données d'entrainements annotées, mais qui obtiennent néanmoins de très solides performances.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; Deep learning; Entrainement non-supervisé; Evaluation; Évaluation; FALC; Multilingual; Multilingue; Simplification; Simplification automatique; Traitement du language; Unsupervised learning
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URL: https://tel.archives-ouvertes.fr/tel-03543971/document
https://tel.archives-ouvertes.fr/tel-03543971/file/MARTIN_Louis_2021.pdf
https://tel.archives-ouvertes.fr/tel-03543971
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Controllable Sentence Simplification
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In: LREC 2020 - 12th Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-02678214 ; LREC 2020 - 12th Language Resources and Evaluation Conference, May 2020, Marseille, France ; http://www.lrec-conf.org/proceedings/lrec2020/index.html (2020)
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CamemBERT: a Tasty French Language Model
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In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02889805 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. ⟨10.18653/v1/2020.acl-main.645⟩ (2020)
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ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations
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In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02889823 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States (2020)
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huggingface/transformers: Trainer, TFTrainer, Multilingual BART, Encoder-decoder improvements, Generation Pipeline ...
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MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases ...
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ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations ...
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ASSET: A dataset for tuning and evaluation of sentence simplification models with multiple rewriting transformations
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Controllable Sentence Simplification
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In: https://hal.inria.fr/hal-02445874 ; 2019 (2019)
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CamemBERT: a Tasty French Language Model
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In: https://hal.inria.fr/hal-02445946 ; 2019 (2019)
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Reference-less Quality Estimation of Text Simplification Systems
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In: 1st Workshop on Automatic Text Adaptation (ATA) ; https://hal.inria.fr/hal-01959054 ; 1st Workshop on Automatic Text Adaptation (ATA), Nov 2018, Tilburg, Netherlands ; https://www.ida.liu.se/~evere22/ATA-18/ (2018)
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ELMoLex: Connecting ELMo and Lexicon features for Dependency Parsing
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In: CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies ; https://hal.inria.fr/hal-01959045 ; CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies, Oct 2018, Brussels, Belgium. ⟨10.18653/v1/K18-2023⟩ (2018)
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