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Toward an Integrative Approach for Making Sense Distinctions

Word senses are the fundamental unit of description in lexicography, yet it is rarely the case that different dictionaries reach any agreement on the number and definition of senses in a language. With the recent rise in natural language processing and other computational approaches there is an incr...

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Autores principales: McCrae, John P., Fransen, Theodorus, Ahmadi, Sina, Buitelaar, Paul, Goswami, Koustava
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8859323/
https://www.ncbi.nlm.nih.gov/pubmed/35198970
http://dx.doi.org/10.3389/frai.2022.745626
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author McCrae, John P.
Fransen, Theodorus
Ahmadi, Sina
Buitelaar, Paul
Goswami, Koustava
author_facet McCrae, John P.
Fransen, Theodorus
Ahmadi, Sina
Buitelaar, Paul
Goswami, Koustava
author_sort McCrae, John P.
collection PubMed
description Word senses are the fundamental unit of description in lexicography, yet it is rarely the case that different dictionaries reach any agreement on the number and definition of senses in a language. With the recent rise in natural language processing and other computational approaches there is an increasing demand for quantitatively validated sense catalogues of words, yet no consensus methodology exists. In this paper, we look at four main approaches to making sense distinctions: formal, cognitive, distributional, and intercultural and examine the strengths and weaknesses of each approach. We then consider how these may be combined into a single sound methodology. We illustrate this by examining two English words, “wing” and “fish,” using existing resources for each of these four approaches and illustrate the weaknesses of each. We then look at the impact of such an integrated method and provide some future perspectives on the research that is necessary to reach a principled method for making sense distinctions.
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spelling pubmed-88593232022-02-22 Toward an Integrative Approach for Making Sense Distinctions McCrae, John P. Fransen, Theodorus Ahmadi, Sina Buitelaar, Paul Goswami, Koustava Front Artif Intell Artificial Intelligence Word senses are the fundamental unit of description in lexicography, yet it is rarely the case that different dictionaries reach any agreement on the number and definition of senses in a language. With the recent rise in natural language processing and other computational approaches there is an increasing demand for quantitatively validated sense catalogues of words, yet no consensus methodology exists. In this paper, we look at four main approaches to making sense distinctions: formal, cognitive, distributional, and intercultural and examine the strengths and weaknesses of each approach. We then consider how these may be combined into a single sound methodology. We illustrate this by examining two English words, “wing” and “fish,” using existing resources for each of these four approaches and illustrate the weaknesses of each. We then look at the impact of such an integrated method and provide some future perspectives on the research that is necessary to reach a principled method for making sense distinctions. Frontiers Media S.A. 2022-02-07 /pmc/articles/PMC8859323/ /pubmed/35198970 http://dx.doi.org/10.3389/frai.2022.745626 Text en Copyright © 2022 McCrae, Fransen, Ahmadi, Buitelaar and Goswami. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Artificial Intelligence
McCrae, John P.
Fransen, Theodorus
Ahmadi, Sina
Buitelaar, Paul
Goswami, Koustava
Toward an Integrative Approach for Making Sense Distinctions
title Toward an Integrative Approach for Making Sense Distinctions
title_full Toward an Integrative Approach for Making Sense Distinctions
title_fullStr Toward an Integrative Approach for Making Sense Distinctions
title_full_unstemmed Toward an Integrative Approach for Making Sense Distinctions
title_short Toward an Integrative Approach for Making Sense Distinctions
title_sort toward an integrative approach for making sense distinctions
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8859323/
https://www.ncbi.nlm.nih.gov/pubmed/35198970
http://dx.doi.org/10.3389/frai.2022.745626
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