The Necessity of Syntactic Parsing for Semantic Role Labeling

@inproceedings{Punyakanok2005TheNO,
  title={The Necessity of Syntactic Parsing for Semantic Role Labeling},
  author={Vasin Punyakanok and Dan Roth and Wen-tau Yih},
  booktitle={IJCAI},
  year={2005}
}
We provide an experimental study of the role of syntactic parsing in semantic role labeling. Our conclusions demonstrate that syntactic parse information is clearly most relevant in the very first stage – the pruning stage. In addition, the quality of the pruning stage cannot be determined solely based on its recall and precision. Instead it depends on the characteristics of the output candidates that make downstream problems easier or harder. Motivated by this observation, we suggest an… CONTINUE READING
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