acl acl2011 acl2011-277 acl2011-277-reference knowledge-graph by maker-knowledge-mining

277 acl-2011-Semi-supervised Relation Extraction with Large-scale Word Clustering


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Author: Ang Sun ; Ralph Grishman ; Satoshi Sekine

Abstract: We present a simple semi-supervised relation extraction system with large-scale word clustering. We focus on systematically exploring the effectiveness of different cluster-based features. We also propose several statistical methods for selecting clusters at an appropriate level of granularity. When training on different sizes of data, our semi-supervised approach consistently outperformed a state-of-the-art supervised baseline system. 1


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