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  • 标题:A Robust and Extensible Exemplar-Based Model of Thematic Fit
  • 本地全文:下载
  • 作者:Bram Vandekerckhove ; Dominiek Sandra ; Walter Daelemans
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2009
  • 卷号:2009
  • 出版社:ACL Anthology
  • 摘要:This paper presents a new, exemplar-based model of thematic fit. In contrast to previous models, it does not approximate thematic fit as argument plausibility or ‘fit with verb selectional preferences’, but directly as semantic role plausibility for a verb-argument pair, through similaritybased generalization from previously seen verb-argument pairs. This makes the model very robust for data sparsity. We argue that the model is easily extensible to a model of semantic role ambiguity resolution during online sentence comprehension. The model is evaluated on human semantic role plausibility judgments. Its predictions correlate significantly with the human judgments. It rivals two state-of-theart models of thematic fit and exceeds their performance on previously unseen or lowfrequency items.
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