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Domain-specific coreference resolution with lexicalized features

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Most coreference resolvers rely heavily on string matching, syntactic properties, and semantic attributes of words, but they lack the ability to make decisions based on individual words. In this paper, we explore the benefits of lexicalized features in the setting of domain-specific coreference resolution. We show that adding lexicalized features to off-The-shelf coreference resolvers yields significant performance gains on four domain-specific data sets and with two types of coreference resolution architectures.

Original languageEnglish (US)
Title of host publicationShort Papers
PublisherAssociation for Computational Linguistics (ACL)
Pages81-86
Number of pages6
ISBN (Print)9781937284510
StatePublished - 2013
Externally publishedYes
Event51st Annual Meeting of the Association for Computational Linguistics, ACL 2013 - Sofia, Bulgaria
Duration: Aug 4 2013 → Aug 9 2013

Publication series

NameACL 2013 - 51st Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference
Volume2

Conference

Conference51st Annual Meeting of the Association for Computational Linguistics, ACL 2013
Country/TerritoryBulgaria
CitySofia
Period8/4/13 → 8/9/13

ASJC Scopus subject areas

  • Language and Linguistics
  • Linguistics and Language

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