Polysemy: Theoretical and Computational Approaches

Author:   Yael Ravin (Research staff member at the T. J. Watson Research Center of IBM, New York) ,  Claudia Leacock (Research Scientist, Division of Cognitive and Instructional Science, Educational Testing Service)
Publisher:   Oxford University Press
ISBN:  

9780199250868


Pages:   240
Publication Date:   08 November 2001
Format:   Paperback
Availability:   To order   Availability explained
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Polysemy: Theoretical and Computational Approaches


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Overview

This volume of newly commissioned essays examines current theoretical and computational work on polysemy, the term used in semantic analysis to describe words with more than one meaning. Such words present few difficulties in everyday language, but pose central problems for linguists and lexicographers, especially for those involved in lexical semantics and in computational modelling. The contributors to this book - leading researchers in theoretical and computational linguistics - consider the implications of these problems for linguistic theory and how they may be addressed by computational means. The theoretical essays in the book examine polysemy as an aspect of a broader theory of word meaning. Three theoretical approaches are presented: the Classical (or Aristotelian), the Prototypical, and the Relational. Their authors describe the nature of polysemy, the criteria for detecting it, and its manifestations across languages. They examine the issues arising from the regularity of polysemy and the theoretical principles proposed to account for the interaction of lexical meaning with the semantics and syntax of the context in which it occurs. Finally they consider the formal representations of meaning in the lexicon, and their implications for dictionary construction. The computational essays are concerned with the challenge of polysemy to automatic sense disambiguation - how the intended meaning for a word occurrence can be identified. The approaches presented include the exploitation of lexical information in machine-readable dictionaries, machine learning based on patterns of word co-occurrence, and hybrid approaches that combine the two. As a whole the volume shows how on the one hand theoretical work provides the motivation and may suggest the basis for computational algorithms, while on the other computational results may validate, or reveal problems in, the principles set forth by theories.

Full Product Details

Author:   Yael Ravin (Research staff member at the T. J. Watson Research Center of IBM, New York) ,  Claudia Leacock (Research Scientist, Division of Cognitive and Instructional Science, Educational Testing Service)
Publisher:   Oxford University Press
Imprint:   Oxford University Press
Dimensions:   Width: 15.70cm , Height: 1.40cm , Length: 23.40cm
Weight:   0.354kg
ISBN:  

9780199250868


ISBN 10:   0199250863
Pages:   240
Publication Date:   08 November 2001
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   To order   Availability explained
Stock availability from the supplier is unknown. We will order it for you and ship this item to you once it is received by us.

Table of Contents

1: Yael Ravin and Claudia Leacock: Polysemy: An overview 2: D. Alan Cruse: Aspects of the Micro-Structure of Word Meanings 3: Christiane Fellbaum: Autotroponomy 4: James Pustejovsky: Lexical Shadowing and Argument Closure 5: Charles J. Fillmore and B. T. S. Atkins: Describing Polysemy: The case of 'Crawl' 6: David Dowty: 'The Garden Swarms with Bees' and the Fallacy of 'Argument Alternation' 7: Cliff Goddard: Polysemy: A problem of definition 8: George A. Miller and Claudia Leacock: Lexical Representations for Sentence Processing 9: Mark Stevenson and Yorick Wilks: Large Vocabulary Word Sense Disambiguation 10: William Dolan, Lucy Vanderwende, and Stephen Richardson: Polysemy in a Broad-Coverage Natural Language Processing System 11: Hinrich Schütze: Disambiguation and Connectionism

Reviews

This volume distinguishes itself by its very catholic table of contents ... the chapters themselves stand as valuable contributions to the debate about what polysemy is and how it is to be represented in (psycho)linguistic and computational models. Language It should therefore hold an important place on the shelves of any researcher in the fields of lexical semantics and word sense disambiguation, and will certainly be valued by many of our graduate students . Computational Linguistics


Author Information

Yael Ravin is a manager at the T. J. Watson Research Center of IBM in New York, where she has been working in computational linguistics. Her current research focuses on integrating information extraction and text retrieval techniques into knowledge management applications. Claudia Leacock is Co-Director of Research at ETS Technologies, a subsidiary of Educational Testing Service, where she does research on automated scoring technologies.

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