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Does splitting make sentence easier?

In this study, we focus on sentence splitting, a subfield of text simplification, motivated largely by an unproven idea that if you divide a sentence in pieces, it should become easier to understand. Our primary goal in this study is to find out whether this is true. In particular, we ask, does it m...

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Detalles Bibliográficos
Autor principal: Nomoto, Tadashi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10544970/
https://www.ncbi.nlm.nih.gov/pubmed/37791004
http://dx.doi.org/10.3389/frai.2023.1208451
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author Nomoto, Tadashi
author_facet Nomoto, Tadashi
author_sort Nomoto, Tadashi
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description In this study, we focus on sentence splitting, a subfield of text simplification, motivated largely by an unproven idea that if you divide a sentence in pieces, it should become easier to understand. Our primary goal in this study is to find out whether this is true. In particular, we ask, does it matter whether we break a sentence into two, three, or more? We report on our findings based on Amazon Mechanical Turk. More specifically, we introduce a Bayesian modeling framework to further investigate to what degree a particular way of splitting the complex sentence affects readability, along with a number of other parameters adopted from diverse perspectives, including clinical linguistics, and cognitive linguistics. The Bayesian modeling experiment provides clear evidence that bisecting the sentence leads to enhanced readability to a degree greater than when we create simplification with more splits.
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spelling pubmed-105449702023-10-03 Does splitting make sentence easier? Nomoto, Tadashi Front Artif Intell Artificial Intelligence In this study, we focus on sentence splitting, a subfield of text simplification, motivated largely by an unproven idea that if you divide a sentence in pieces, it should become easier to understand. Our primary goal in this study is to find out whether this is true. In particular, we ask, does it matter whether we break a sentence into two, three, or more? We report on our findings based on Amazon Mechanical Turk. More specifically, we introduce a Bayesian modeling framework to further investigate to what degree a particular way of splitting the complex sentence affects readability, along with a number of other parameters adopted from diverse perspectives, including clinical linguistics, and cognitive linguistics. The Bayesian modeling experiment provides clear evidence that bisecting the sentence leads to enhanced readability to a degree greater than when we create simplification with more splits. Frontiers Media S.A. 2023-09-18 /pmc/articles/PMC10544970/ /pubmed/37791004 http://dx.doi.org/10.3389/frai.2023.1208451 Text en Copyright © 2023 Nomoto. 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
Nomoto, Tadashi
Does splitting make sentence easier?
title Does splitting make sentence easier?
title_full Does splitting make sentence easier?
title_fullStr Does splitting make sentence easier?
title_full_unstemmed Does splitting make sentence easier?
title_short Does splitting make sentence easier?
title_sort does splitting make sentence easier?
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10544970/
https://www.ncbi.nlm.nih.gov/pubmed/37791004
http://dx.doi.org/10.3389/frai.2023.1208451
work_keys_str_mv AT nomototadashi doessplittingmakesentenceeasier