Joint Extraction and Labeling via Graph Propagation for Dictionary Construction

@inproceedings{Kim2013JointEA,
  title={Joint Extraction and Labeling via Graph Propagation for Dictionary Construction},
  author={Doo Soon Kim and Kunal Verma and Peter Z. Yeh},
  booktitle={AAAI},
  year={2013}
}
In this paper, we present an approach that jointly infers the boundaries of tokens and their labels to construct dictionaries for Information Extraction. Our approach for joint-inference is based on graph propagation, and extends it in two novel ways. First, we extend the graph representation to capture ambiguities that occur during the token extraction phase. Second, we modify the labeling phase (i.e., label propagation) to utilize this new representation, allowing evidence from labeling to be… CONTINUE READING

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