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Using word embedding for bio-event extraction

  • Chen Li
  • , Runqing Song
  • , Maria Liakata
  • , Andreas Vlachos
  • , Stephanie Seneff
  • , Xiangrong Zhang
  • Massachusetts Institute of Technology
  • Xidian University
  • University of Warwick
  • University College London

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

28 引用 (Scopus)

摘要

Bio-event extraction is an important phase towards the goal of extracting biological networks from the scientific literature. Recent advances in word embedding make computation of word distribution more efficient and possible. In this study, we investigate methods bringing distributional characteristics of words in the text into event extraction by using the latest word embedding methods. By using bag-of-words (BOW) features as the baseline, the result has been improved by the introduction of word-embedding features, and is comparable to the state-of-the-art solution.

源语言英语
主期刊名ACL-IJCNLP 2015 - BioNLP 2015
主期刊副标题Workshop on Biomedical Natural Language Processing, Proceedings of the Workshop
出版商Association for Computational Linguistics (ACL)
页121-126
页数6
ISBN(电子版)1932432663, 9781932432664
出版状态已出版 - 2015
已对外发布是
活动ACL-IJCNLP 2015 Workshop on Biomedical Natural Language Processing, BioNLP 2015 - Beijing, 中国
期限: 30 7月 2015 → …

丛书

姓名ACL-IJCNLP 2015 - BioNLP 2015: Workshop on Biomedical Natural Language Processing, Proceedings of the Workshop

会议

会议ACL-IJCNLP 2015 Workshop on Biomedical Natural Language Processing, BioNLP 2015
国家/地区中国
市Beijing
时期30/07/15 → …

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