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Word Sense Disambiguation Using Numerical Constraint Satisfaction

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Abstract

In this paper we present a description and evaluation of a word sense disambiguation mechanism that is an extension of the work by Ide and Veronis. The mechanism's underlying approach is a numerical constraint satisfaction algorithm applied to the network built using an on-line dictionary. In this work we aim to duplicate the original results and extend the method to large-scale applications. To determine the scalability of the approach, we evaluate the mechanism on 20 ambiguous words taken in their contexts of different size from the Brown corpus. We offer a discussion of encountered difficulties and describe several possible directions that can be investigated to improve the mechanism's performance and scalability.

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1997-02

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Cornell University

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computer science; technical report

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http://techreports.library.cornell.edu:8081/Dienst/UI/1.0/Display/cul.cs/TR97-1621

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technical report

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