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About Neural Networks and Writing Definitions
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In: ISSN: 2160-5076 ; Dictionaries: Journal of the Dictionary Society of North America Dictionary Society of North America ; https://hal.archives-ouvertes.fr/hal-03547452 ; Dictionaries: Journal of the Dictionary Society of North America Dictionary Society of North America, 2021, 42 (2), ⟨10.1353/dic.2021.0022⟩ (2021)
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Verbal multiword expressions: a preliminary study on the fixedness degree, application to Modern Greek and French
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In: XIX EURALEX International Congress ; https://hal.archives-ouvertes.fr/hal-03547567 ; XIX EURALEX International Congress, Sep 2021, Thrace, Greece (2021)
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Convertir le Trésor de la Langue Française en Ontolex-Lemon : un zeste de données liées
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In: Journées LIFT 2021 - Linguistique informatique, formelle et de terrain ; https://hal.inria.fr/hal-03463294 ; Journées LIFT 2021 - Linguistique informatique, formelle et de terrain, Dec 2021, Grenoble, France (2021)
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Convertir le Trésor de la Langue Française en Ontolex-Lemon : un zeste de données liées ...
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Convertir le Trésor de la Langue Française en Ontolex-Lemon : un zeste de données liées ...
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Definition Modeling in French ; Génération automatique de définitions pour le français
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In: Actes de la 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles ; 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-02784756 ; 6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 2 : Traitement Automatique des Langues Naturelles, 2020, Nancy, France. pp.66-80 (2020)
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A French corpus annotated for multiword expressions and named entities
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In: ISSN: 2299-856X ; EISSN: 2299-8470 ; Journal of Language Modelling ; https://hal.archives-ouvertes.fr/hal-03016721 ; Journal of Language Modelling, Institute of Computer Science, Polish Academy of Sciences, Poland, 2020, 8 (2), pp.415-479. ⟨10.15398/jlm.v8i2.265⟩ (2020)
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What do you mean, BERT? Assessing BERT as a Distributional Semantics Model
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In: Proceedings of the Society for Computation in Linguistics (2020)
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Démonstrateur en-ligne du projet ANR PARSEME-FR sur les expressions polylexicales
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In: Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN-RECITAL) ; https://hal.archives-ouvertes.fr/hal-02383150 ; Actes de la Conférence sur le Traitement Automatique des Langues Naturelles (TALN-RECITAL), Jul 2019, Toulouse, France. pp.627-630 (2019)
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Statistical MWE-aware parsing
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In: Representation and parsing of multiword expressions: Current trends ; https://hal.archives-ouvertes.fr/hal-02318231 ; Yannick Parmentier; Jakub Waszczuk. Representation and parsing of multiword expressions: Current trends, 3, Language Science Press, pp.147-182, 2019, Phraseology and Multiword Expressons, ⟨10.5281/zenodo.2579043⟩ (2019)
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Neural Lemmatization of Multiword Expressions
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In: Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019) ; https://hal.archives-ouvertes.fr/hal-03229308 ; Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019), Aug 2019, Florence, Italy. pp.142-148, ⟨10.18653/v1/W19-5117⟩ (2019)
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Comparing linear and neural models for competitive MWE identification
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In: Proceedings of the 22nd Nordic Conference on Computational Linguistics ; The 22nd Nordic Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02436433 ; The 22nd Nordic Conference on Computational Linguistics, Sep 2019, Turku, Finland ; https://www.aclweb.org/anthology/W19-6109.pdf (2019)
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Abstract:
International audience ; In this paper, we compare the use of linear versus neural classifiers in a greedy transition system for MWE identification. Both our linear and neural models achieve a new state-of-the-art on the PARSEME 1.1 shared task data sets, comprising 20 languages. Surprisingly, our best model is a simple feed-forward network with one hidden layer, although more sophisticated (recurrent) architectures were tested. The feedback from this study is that tuning a SVM is rather straightforward, whereas tuning our neural system revealed more challenging. Given the number of languages and the variety of linguistic phenomena to handle for the MWE identification task, we have designed an accurate tuning procedure, and we show that hyper-parameters are better selected by using a majority-vote within random search configurations rather than a simple best configuration selection. Although the performance is rather good (better than both the best shared task system and the average of the best per-language results), further work is needed to improve the generalization power, especially on unseen MWEs.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing
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URL: https://hal.archives-ouvertes.fr/hal-02436433/document https://hal.archives-ouvertes.fr/hal-02436433/file/W19-6109.pdf https://hal.archives-ouvertes.fr/hal-02436433
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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