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Strategies to select examples for Active Learning with Conditional Random Fields
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In: CICLing 2017 - 18th International Conference on Computational Linguistics and Intelligent Text Processing ; https://hal.archives-ouvertes.fr/hal-01621338 ; CICLing 2017 - 18th International Conference on Computational Linguistics and Intelligent Text Processing, Apr 2017, Budapest, Hungary. pp.1-14 (2017)
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Direct vs. indirect evaluation of distributional thesauri
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In: Proceedings of the International Conference on Computational Linguistics, COLING ; International Conference on Computational Linguistics, COLING ; https://hal.archives-ouvertes.fr/hal-01394739 ; International Conference on Computational Linguistics, COLING, Dec 2016, Osaka, Japan (2016)
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Distributional Thesauri for Information Retrieval and vice versa
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In: Proceedings of Language and Resource Conference, LREC ; Language and Resource Conference, LREC ; https://hal.archives-ouvertes.fr/hal-01394770 ; Language and Resource Conference, LREC, May 2016, Portoroz, Slovenia (2016)
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Thésaurus distributionnels pour la recherche d'information et vice-versa
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In: Conférence en Recherche d’Information et Applications ; https://hal.archives-ouvertes.fr/hal-01226532 ; Conférence en Recherche d’Information et Applications, Mar 2015, Paris, France (2015)
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Thésaurus distributionnels pour la recherche d'information et vice-versa
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In: ISSN: 1279-5127 ; EISSN: 1963-1014 ; Document Numérique ; https://hal.archives-ouvertes.fr/hal-01226551 ; Document Numérique, Lavoisier, 2015, 18 (2-3), ⟨10.3166/DN.18.2-3.101-121⟩ (2015)
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Stratégies de sélection des exemples pour l’apprentissage actif avec des champs aléatoires conditionnels
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In: Actes de la conférence TALN 2015 ; Conférence TALN 2015 ; https://hal.archives-ouvertes.fr/hal-01206847 ; Conférence TALN 2015, Jun 2015, Caen, France (2015)
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Generating and using probabilistic morphological resources for the biomedical domain
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In: Proceedings of the 9th edition of the Language Resources and Evaluation Conference, LREC 2014 ; 9th edition of the Language Resources and Evaluation Conference, LREC 2014 ; https://hal.archives-ouvertes.fr/hal-01027778 ; 9th edition of the Language Resources and Evaluation Conference, LREC 2014, May 2014, Reykjavik, Iceland. 7 p (2014)
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Improving distributional thesauri by exploring the graph of neighbors
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In: Proc of 25th International Conference on Computational Linguistics, COLING 2014 ; International Conference on Computational Linguistics, COLING 2014 ; https://hal.archives-ouvertes.fr/hal-01027545 ; International Conference on Computational Linguistics, COLING 2014, Aug 2014, Dublin, Ireland. 12 p (2014)
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Abstract:
International audience ; In this paper, we address the issue of building and improving a distributional thesaurus. We first show that existing tools from the information retrieval domain can be directly used in order to build a thesaurus with state-of-the-art performance. Secondly, we focus more specifically on improving the obtained thesaurus, seen as a graph of k-nearest neighbors. By exploiting information about the neighborhood contained in this graph, we propose several contributions. 1) We show how the lists of neighbors can be globally improved by examining the reciprocity of the neighboring relation, that is, the fact that a word can be close of another and vice-versa. 2) We also propose a method to associate a confidence score to any lists of nearest neighbors (i.e. any entry of the thesaurus). 3) Last, we demonstrate how these confidence scores can be used to reorder the closest neighbors of a word. These different contributions are validated through experiments and offer significant improvement over the state-of-the-art.
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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-01027545/document https://hal.archives-ouvertes.fr/hal-01027545/file/Claveau_Kijak_Ferret_COLING14.pdf https://hal.archives-ouvertes.fr/hal-01027545
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