A context pattern induction method for named entity extraction

Partha Talukdar, Thorsten Brants, Mark Yoffe Liberman, Fernando M. B. Pereira · 2006

We present a novel context pattern induction method for information extraction, specifically named entity extraction. Using this method, we extended several classes of seed entity lists into much larger high-precision lists. Using token membership in these extended lists as additional features, we improved the accuracy of a conditional random field-based named entity tagger. In contrast, features derived from the seed lists decreased extractor accuracy.

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