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  • 标题:Native Language Detection with Tree Substitution Grammars
  • 本地全文:下载
  • 作者:Benjamin Swanson ; Eugene Charniak
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2012
  • 卷号:2012
  • 出版社:ACL Anthology
  • 摘要:We investigate the potential of Tree Substitution Grammars as a source of features for native language detection, the task of inferring an author¡¯s native language from text in a different language. We compare two state of the art methods for Tree Substitution Grammar induction and show that features from both methods outperform previous state of the art results at native language detection. Furthermore, we contrast these two induction algorithms and show that the Bayesian approach produces superior classification results with a smaller feature set.
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