Evaluating Dependency Representation for Event Extraction

  • Miwa M
  • Pyysalo S
  • Hara T
 et al. 
  • 45


    Mendeley users who have this article in their library.
  • 13


    Citations of this article.


The detailed analyses of sentence struc-ture provided by parsers have been applied to address several information extraction tasks. In a recent bio-molecular event ex-traction task, state-of-the-art performance was achieved by systems building specif-ically on dependency representations of parser output. While intrinsic evalua-tions have shown significant advances in both general and domain-specific pars-ing, the question of how these translate into practical advantage is seldom con-sidered. In this paper, we analyze how event extraction performance is affected by parser and dependency representation, further considering the relation between intrinsic evaluation and performance at the extraction task. We find that good intrinsic evaluation results do not always imply good extraction performance, and that the types and structures of differ-ent dependency representations have spe-cific advantages and disadvantages for the event extraction task.

Get free article suggestions today

Mendeley saves you time finding and organizing research

Sign up here
Already have an account ?Sign in

Find this document

  • PUI: 362670173
  • SCOPUS: 2-s2.0-80053226733
  • SGR: 80053226733


  • Makoto Miwa

  • Sampo Pyysalo

  • Tadayoshi Hara

  • Jun 'ichi Tsujii

Cite this document

Choose a citation style from the tabs below

Save time finding and organizing research with Mendeley

Sign up for free