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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-10544970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |