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Distributional Identification of Non-Referential Pronouns

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Frannie will present the following paper:

Distributional Identification of Non-Referential Pronouns. Shane Bergsma, Dekang Lin and Randy Goebel. In ACL -HLT 2008, Columbus, Ohio, June 2008.

http://webdocs.cs.ualberta.ca/~bergsma/Pubs/bergsmaLinGoebel_NonRefProns_ACL08.pdf

We present an automatic approach to determining whether a pronoun in text refers to a preceding noun phrase or is instead nonreferential. We extract the surrounding textual context of the pronoun and gather, from a large corpus, the distribution of words that occur within that context. We learn to reliably classify these distributions as representing either referential or non-referential pronoun instances. Despite its simplicity, experimental results on classifying the English pronoun It show the system achieves the highest performance yet attained on this important task.

This talk is part of the Natural Language Processing Reading Group series.

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