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  • 标题:Simple Semi-Supervised Training of Part-Of-Speech Taggers
  • 本地全文:下载
  • 作者:Anders Søgaard
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2010
  • 卷号:2010
  • 出版社:ACL Anthology
  • 摘要:Most attempts to train part-of-speech taggers on a mixture of labeled and unlabeled data have failed. In this work stacked learning is used to reduce tagging to a classification task. This simplifies semisupervised training considerably. Our prefered semi-supervised method combines tri-training (Li and Zhou, 2005) and disagreement-based co-training. On the Wall Street Journal, we obtain an error reduction of 4.2% with SVMTool (Gimenez and Marquez, 2004).
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