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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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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. |
format | Online Article Text |
id | pubmed-8859323 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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