Learning-based Multi-Sieve Co-reference Resolution with Knowledge

@inproceedings{Ratinov2012LearningbasedMC,
  title={Learning-based Multi-Sieve Co-reference Resolution with Knowledge},
  author={Lev-Arie Ratinov and Dan Roth},
  booktitle={EMNLP-CoNLL},
  year={2012}
}
We explore the interplay of knowledge and structure in co-reference resolution. To inject knowledge, we use a state-of-the-art system which cross-links (or “grounds”) expressions in free text to Wikipedia. We explore ways of using the resulting grounding to boost the performance of a state-of-the-art co-reference resolution system. To maximize the utility of the injected knowledge, we deploy a learningbased multi-sieve approach and develop novel entity-based features. Our end system outperforms… CONTINUE READING
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