Paper: Evaluating Dependency Representations for Event Extraction

ACL ID C10-1088
Title Evaluating Dependency Representations for Event Extraction
Venue International Conference on Computational Linguistics
Session Main Conference
Year 2010

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 ...