Téléchargement | - Voir la version finale : Enlarging paraphrase collections through generalization and instantiation (PDF, 319 Kio)
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Auteur | Rechercher : Fujita, Atsushi; Rechercher : Isabelle, Pierre1; Rechercher : Kuhn, Roland1 |
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Affiliation | - Conseil national de recherches du Canada. Technologies de l'information et des communications
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Format | Texte, Article |
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Conférence | Joint Conference on Empirical Methods on Natural Language Processing and Computational Natural Language Learning (EMNLP-CONLL 2012), Jeju Island, Korea, July 12-14, 2012 |
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Résumé | This paper presents a paraphrase acquisition method that uncovers and exploits generalities underlying paraphrases: paraphrase patterns are first induced and then used to collect novel instances. Unlike existing methods, ours uses both bilingual parallel and monolingual corpora. While the former are regarded as a source of high-quality seed paraphrases, the latter are searched for paraphrases that match patterns learned from the seed paraphrases. We show how one can use monolingual corpora, which are far more numerous and larger than bilingual corpora, to obtain paraphrases that rival in quality those derived directly from bilingual corpora. In our experiments, the number of paraphrase pairs obtained in this way from monolingual corpora was a large multiple of the number of seed paraphrases. Human evaluation through a paraphrase substitution test demonstrated that the newly acquired paraphrase pairs are of reasonable quality. Remaining noise can be further reduced by filtering seed paraphrases. |
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Date de publication | 2012-07-14 |
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Maison d’édition | Association for Computer Linguistics |
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Dans | |
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Langue | anglais |
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Publications évaluées par des pairs | Oui |
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Numéro NPARC | 20494942 |
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Exporter la notice | Exporter en format RIS |
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Signaler une correction | Signaler une correction (s'ouvre dans un nouvel onglet) |
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Identificateur de l’enregistrement | c56f83ba-76e7-4660-8a6f-89f069ee2c44 |
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Enregistrement créé | 2012-08-17 |
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Enregistrement modifié | 2020-05-29 |
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