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Unsupervised Learning of Contextual Role Knowledge ...
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#251138
Unsupervised Learning of Contextual Role Knowledge for Coreference Resolution
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OpenSherlock Project☜Fabricating possibly many open source variants along the lines of IBMs Watson. The projects name has changed from SolrDrWatson to SolrSherlock, with thanks to Tom Munnecke. Migrating to OpenSherlock concept where we generalize beyond Solr as the platform core.☜F1CEB7
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Unsupervised Learning of Contextual Role Knowledge ...
Unsupervised Learning of Contextual Role Knowledge ...☜Unsupervised Learning of Contextual Role Knowledge for Coreference Resolution☜59C6EF
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Unsupervised Learning of Narrative Event Chains »
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Unsupervised Learning of Contextual Role Knowledge for Coreference Resolution
Cituoja:
David Bean, Ellen Riloff
Publication info:
2004
Cituojamas:
Jack Park
6:06 PM 12 February 2013 GMT
URL:
http://acl.ldc.upenn.edu/N/N04/N04-1038.pdf
Ištrauka -
We present a coreference resolver called BABAR that uses contextual role knowledge to evaluate possible antecedents for an anaphor. BABAR uses information extraction patterns to identify contextual roles and creates four contextual role knowledge sources using unsupervised learning. These knowledge sources determine whether the contexts surrounding an anaphor and antecedent are compatible. BABAR applies a Dempster-Shafer probabilistic model to make resolutions based on evidence from the contextual role knowledge sources as well as general knowledge sources. Experiments in two domains showed that the contextual role knowledge improved coreference performance, especially on pronouns.
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