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  • 标题:Extracting Opinion Expressions and Their Polarities – Exploration of Pipelines and Joint Models
  • 本地全文:下载
  • 作者:Richard Johansson ; Alessandro Moschitti
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2011
  • 卷号:2011
  • 出版社:ACL Anthology
  • 摘要:We investigate systems that identify opinion expressions and assigns polarities to the extracted expressions. In particular, we demonstrate the benefit of integrating opinion extraction and polarity classification into a joint model using features reflecting the global polarity structure. The model is trained using large-margin structured prediction methods. The system is evaluated on the MPQA opinion corpus, where we compare it to the only previously published end-to-end system for opinion expression extraction and polarity classification. The results show an improvement of between 10 and 15 absolute points in F-measure.
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