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Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals

AI-related technologies used in the language industry, including automatic speech recognition (ASR) and machine translation (MT), are designed to improve human efficiency. However, humans are still in the loop for accuracy and quality, creating a working environment based on Human-AI Interaction (HA...

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Autores principales: Wallinheimo, Anna-Stiina, Evans, Simon L., Davitti, Elena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10690806/
https://www.ncbi.nlm.nih.gov/pubmed/38045765
http://dx.doi.org/10.3389/frai.2023.1253940
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author Wallinheimo, Anna-Stiina
Evans, Simon L.
Davitti, Elena
author_facet Wallinheimo, Anna-Stiina
Evans, Simon L.
Davitti, Elena
author_sort Wallinheimo, Anna-Stiina
collection PubMed
description AI-related technologies used in the language industry, including automatic speech recognition (ASR) and machine translation (MT), are designed to improve human efficiency. However, humans are still in the loop for accuracy and quality, creating a working environment based on Human-AI Interaction (HAII). Very little is known about these newly-created working environments and their effects on cognition. The present study focused on a novel practice, interlingual respeaking (IRSP), where real-time subtitles in another language are created through the interaction between a human and ASR software. To this end, we set up an experiment that included a purpose-made training course on IRSP over 5 weeks, investigating its effects on cognition, and focusing on executive functioning (EF) and working memory (WM). We compared the cognitive performance of 51 language professionals before and after the course. Our variables were reading span (a complex WM measure), switching skills, and sustained attention. IRSP training course improved complex WM and switching skills but not sustained attention. However, the participants were slower after the training, indicating increased vigilance with the sustained attention tasks. Finally, complex WM was confirmed as the primary competence in IRSP. The reasons and implications of these findings will be discussed.
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spelling pubmed-106908062023-12-02 Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals Wallinheimo, Anna-Stiina Evans, Simon L. Davitti, Elena Front Artif Intell Artificial Intelligence AI-related technologies used in the language industry, including automatic speech recognition (ASR) and machine translation (MT), are designed to improve human efficiency. However, humans are still in the loop for accuracy and quality, creating a working environment based on Human-AI Interaction (HAII). Very little is known about these newly-created working environments and their effects on cognition. The present study focused on a novel practice, interlingual respeaking (IRSP), where real-time subtitles in another language are created through the interaction between a human and ASR software. To this end, we set up an experiment that included a purpose-made training course on IRSP over 5 weeks, investigating its effects on cognition, and focusing on executive functioning (EF) and working memory (WM). We compared the cognitive performance of 51 language professionals before and after the course. Our variables were reading span (a complex WM measure), switching skills, and sustained attention. IRSP training course improved complex WM and switching skills but not sustained attention. However, the participants were slower after the training, indicating increased vigilance with the sustained attention tasks. Finally, complex WM was confirmed as the primary competence in IRSP. The reasons and implications of these findings will be discussed. Frontiers Media S.A. 2023-11-17 /pmc/articles/PMC10690806/ /pubmed/38045765 http://dx.doi.org/10.3389/frai.2023.1253940 Text en Copyright © 2023 Wallinheimo, Evans and Davitti. 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
Wallinheimo, Anna-Stiina
Evans, Simon L.
Davitti, Elena
Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title_full Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title_fullStr Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title_full_unstemmed Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title_short Training in new forms of human-AI interaction improves complex working memory and switching skills of language professionals
title_sort training in new forms of human-ai interaction improves complex working memory and switching skills of language professionals
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10690806/
https://www.ncbi.nlm.nih.gov/pubmed/38045765
http://dx.doi.org/10.3389/frai.2023.1253940
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