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  • 标题:A Pointwise Approach to Training Dependency Parsers from Partially Annotated Corpora
  • 本地全文:下载
  • 作者:Daniel Flannery ; Yusuke Miyao ; Graham Neubig
  • 期刊名称:Information and Media Technologies
  • 电子版ISSN:1881-0896
  • 出版年度:2012
  • 卷号:7
  • 期号:4
  • 页码:1489-1513
  • DOI:10.11185/imt.7.1489
  • 出版社:Information and Media Technologies Editorial Board
  • 摘要:We introduce a word-based dependency parser for Japanese that can be trained from partially annotated corpora, allowing for effective use of available linguistic resources and reduction of the costs of preparing new training data. This is especially important for domain adaptation in a real-world situation. We use a pointwise approach where each edge in the dependency tree for a sentence is estimated independently. Experiments on Japanese dependency parsing show that this approach allows for rapid training and achieves accuracy comparable to state-of-the-art dependency parsers trained on fully annotated data.
  • 关键词:Dependency parsing;partial annotation;domain adaptation
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