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It's not just a phase: Investigating text simplification in a second language from a process and product perspective

Text simplification involves making texts easier to understand, usually for lay readers. Simplifying texts is a complex task, especially when conducted in a second language. The readability of the produced texts and the way in which authors manage the different phases of the text simplification proc...

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Detalles Bibliográficos
Autores principales: Rossetti, Alessandra, Van Waes, Luuk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510649/
https://www.ncbi.nlm.nih.gov/pubmed/36171798
http://dx.doi.org/10.3389/frai.2022.983008
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author Rossetti, Alessandra
Van Waes, Luuk
author_facet Rossetti, Alessandra
Van Waes, Luuk
author_sort Rossetti, Alessandra
collection PubMed
description Text simplification involves making texts easier to understand, usually for lay readers. Simplifying texts is a complex task, especially when conducted in a second language. The readability of the produced texts and the way in which authors manage the different phases of the text simplification process are influenced by their writing expertise and by their language proficiency. Training on audience awareness can be beneficial for writers, but most research so far has devoted attention to first-language writers who simplify their own texts. Therefore, this study investigated the impact of text simplification training on second-language writers (university students) who simplify already existing texts. Specifically, after identifying a first and a second phase in the text simplification process (namely, two distinct series of writing dynamics), we analyzed the impact of our training on pausing and revision behavior across phases, as well as levels of readability achieved by the students. Additionally, we examined correlations between pausing behavior and readability by using keystroke logging data and automated text analysis. We found that phases of text simplification differ along multiple dimensions, even though our training did not seem to influence pausing and revision dynamics. Our training led to texts with fewer and shorter words, and with syntactically simpler sentences. The correlation analysis showed that longer and more frequent pauses at specific text locations were linked with increased readability in the same or adjacent text locations. We conclude the paper by discussing theoretical, methodological, and pedagogical implications, alongside limitations and areas for future research.
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spelling pubmed-95106492022-09-27 It's not just a phase: Investigating text simplification in a second language from a process and product perspective Rossetti, Alessandra Van Waes, Luuk Front Artif Intell Artificial Intelligence Text simplification involves making texts easier to understand, usually for lay readers. Simplifying texts is a complex task, especially when conducted in a second language. The readability of the produced texts and the way in which authors manage the different phases of the text simplification process are influenced by their writing expertise and by their language proficiency. Training on audience awareness can be beneficial for writers, but most research so far has devoted attention to first-language writers who simplify their own texts. Therefore, this study investigated the impact of text simplification training on second-language writers (university students) who simplify already existing texts. Specifically, after identifying a first and a second phase in the text simplification process (namely, two distinct series of writing dynamics), we analyzed the impact of our training on pausing and revision behavior across phases, as well as levels of readability achieved by the students. Additionally, we examined correlations between pausing behavior and readability by using keystroke logging data and automated text analysis. We found that phases of text simplification differ along multiple dimensions, even though our training did not seem to influence pausing and revision dynamics. Our training led to texts with fewer and shorter words, and with syntactically simpler sentences. The correlation analysis showed that longer and more frequent pauses at specific text locations were linked with increased readability in the same or adjacent text locations. We conclude the paper by discussing theoretical, methodological, and pedagogical implications, alongside limitations and areas for future research. Frontiers Media S.A. 2022-09-12 /pmc/articles/PMC9510649/ /pubmed/36171798 http://dx.doi.org/10.3389/frai.2022.983008 Text en Copyright © 2022 Rossetti and Van Waes. 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
Rossetti, Alessandra
Van Waes, Luuk
It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title_full It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title_fullStr It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title_full_unstemmed It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title_short It's not just a phase: Investigating text simplification in a second language from a process and product perspective
title_sort it's not just a phase: investigating text simplification in a second language from a process and product perspective
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510649/
https://www.ncbi.nlm.nih.gov/pubmed/36171798
http://dx.doi.org/10.3389/frai.2022.983008
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