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Bilingual co-training for monolingual hyponymy-relation acquisition
Abstract This paper proposes a novel framework callThis paper proposes a novel framework called bilingual co-training for a largescale, accurate acquisition method for monolingual semantic knowledge. In this framework, we combine the independent processes of monolingual semanticknowledge acquisition for two languages using bilingual resources to boost performance. We apply this framework to largescale hyponymy-relation acquisition from Wikipedia. Experimental results show that our approach improved the F-measure by 3.6-10.3%. We also show that bilingual co-training enables us to build classifiers for two languages in tandem with the same combined amount of data as required for training a single classifier in isolation while achieving superior performance.tion while achieving superior performance.
Abstractsub This paper proposes a novel framework callThis paper proposes a novel framework called bilingual co-training for a largescale, accurate acquisition method for monolingual semantic knowledge. In this framework, we combine the independent processes of monolingual semanticknowledge acquisition for two languages using bilingual resources to boost performance. We apply this framework to largescale hyponymy-relation acquisition from Wikipedia. Experimental results show that our approach improved the F-measure by 3.6-10.3%. We also show that bilingual co-training enables us to build classifiers for two languages in tandem with the same combined amount of data as required for training a single classifier in isolation while achieving superior performance.tion while achieving superior performance.
Bibtextype inproceedings  +
Has author Oh J.-H. + , Kiyotaka Uchimoto + , Kentaro Torisawa +
Has extra keyword Bilingual resources + , Co-training + , F-measure + , Semantic knowledge + , Wikipedia + , Computational linguistics + , Learning algorithms + , Mergers and acquisitions + , Semantics + , Natural language processing systems +
Isbn 9781617382581  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 432–440  +
Published in ACL-IJCNLP 2009 - Joint Conf. of the 47th Annual Meeting of the Association for Computational Linguistics and 4th Int. Joint Conf. on Natural Language Processing of the AFNLP, Proceedings of the Conf. +
Title Bilingual co-training for monolingual hyponymy-relation acquisition +
Type conference paper  +
Year 2009 +
Creation dateThis property is a special property in this wiki. 7 November 2014 04:12:53  +
Categories Publications without keywords parameter  + , Publications without license parameter  + , Publications without DOI parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 7 November 2014 04:12:53  +
DateThis property is a special property in this wiki. 2009  +
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