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RACAI: Meaning Affinity Models

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by Radu Ion
Citations:8 - 2 self
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BibTeX

@MISC{Ion_racai:meaning,
    author = {Radu Ion},
    title = {RACAI: Meaning Affinity Models},
    year = {}
}

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Abstract

This article introduces an unsupervised word sense disambiguation algorithm that is inspired by the lexical attraction models of Yuret (1998). It is based on the assumption that the meanings of the words that form a sentence can be best assigned by constructing an interpretation of the whole sentence. This interpretation is facilitated by a dependency-like context specification of a content word within the sentence. Thus, finding the context words of a target word is a matter of finding a pseudo-syntactic dependency analysis of the sentence, called a linkage. 1

Citations

874 Error bounds for convolutional codes and an asymptotically optimum decoding algorithm - Viterbi - 1967
296 Dependency Syntax: Theory and Practice - Melcuk - 1988
198 Building semantic concordances - Landes, Leacock, et al. - 1996
113 Integrating Subject Field Codes into WordNet - Magnini, Cavagli
103 Using syntactic dependency as local context to resolve word sense ambiguity - Lin - 1997
58 The interaction of knowledge sources in word sense disambiguation - Stevenson, Wilks - 2001
43 Automatic sense disambiguation: How to tell a pine cone from an ice cream cone - Lesk - 1986
17 General word sense disambiguation method based on a full sentential context - Stetina, Kurohashi, et al. - 1998
13 Word Sense Disambiguation Methods Applied to English and Romanian - Ion - 2007
13 On log-likelihood-ratios and the significance of rare events - Moore - 2004
10 V.B.: Constrained Lexical Attraction Models - Ion, Mititelu - 2006
1 Sense Disambiguation using WordNet. ”Alexandru Ioan Cuza - Word
The National Science Foundation
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