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利用基于图互增理论的自举算法学习语义辞典

DOI: 10.3724/SP.J.1004.2008.01257, PP. 1257-1261

Keywords: Semanticlexicon,bootstrapping,graphmutualreinforcement(GMR)

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Abstract:

?Thispaperpresentsamethodtolearnsemanticlexiconsusinganewbootstrappingmethodbasedongraphmutualreinforcement(GMR).Theapproachusesonlyunlabeleddataandafewseedwordstolearnnewwordsforeachsemanticcategory.Differentfromotherbootstrappingmethods,weuseGMR-basedbootstrappingtosortthecandidatewordsandpatterns.ExperimentalresultsshowthattheGMR-basedbootstrappingapproachoutperformstheexistingalgorithmsbothinin-domaindataandout-domaindata.Furthermore,itshowsthattheresultdependsonnotonlythesizeofthecorpusbutalsothequality.

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