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Learning Semantic Lexicons Using Graph Mutual Reinforcement Based Bootstrapping
利用基于图互增理论的自举算法学习语义辞典

Keywords: Semantic lexicon,bootstrapping,graph mutual reinforcement (GMR)
图象加强
,自动化系统,设计方案,语义范畴

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Abstract:

This paper presents a method to learn semantic lexicons using a new bootstrapping method based on graph mutual reinforcement (GMR).The approach uses only unlabeled data and a few seed words to learn new words for each semantic category. Different from other bootstrapping methods,we use GMR-based bootstrapping to sort the candidate words and patterns.Experi- mental results show that the GMR-based bootstrapping approach outperforms the existing algorithms both in in-domain data and out-domain data.Furthermore,it shows that the result depends on not only the size of the corpus but also the quality.

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