Cognitive and sociocultural dynamics of self-regulated use of machine translation and generative AI tools in academic EFL writing

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-10-03 DOI:10.1016/j.system.2024.103505
Yijen Wang
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Abstract

With emerging artificial intelligence (AI) technology, language education has become an increasingly dynamic field where traditional teaching methods intersect with rapidly evolving digital tools, transforming the way English as a Foreign Language (EFL) is taught and learned. This study examines the intersection of cognitive processes and sociocultural contexts in English as a Foreign Language (EFL) classrooms, focusing on 79 learners enrolled in a compulsory EFL course at a Japanese university and their self-regulated use of AI tools like ChatGPT and Google Translate for writing tasks. Employing a mixed-methods approach, this study investigates learners' evolving perceptions and highlights the interplay between their cognitive engagement and sociocultural interactions within the classroom setting. Quantitative data from pre- and post-surveys reveal learners’ attitudes towards AI-assisted writing, while qualitative insights are drawn from their self-reported experiences. Findings indicate that while the students perceived that their writing outcomes have improved by using AI tools for editing, the role of instructors for providing proper guidance and training on the technology, as well as the collocative learning with peers cannot be replaced by the AI tools.
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在学术英语写作中自我调节使用机器翻译和人工智能生成工具的认知和社会文化动力
随着人工智能(AI)技术的兴起,语言教育已成为一个日益充满活力的领域,传统教学方法与快速发展的数字工具交织在一起,改变着英语作为外语(EFL)的教学和学习方式。本研究探讨了英语作为外语(EFL)课堂中认知过程与社会文化背景的交汇点,重点研究了日本一所大学的 79 名 EFL 必修课程学习者,以及他们在写作任务中对 ChatGPT 和谷歌翻译等人工智能工具的自我调节使用情况。本研究采用混合方法,调查了学习者不断变化的看法,并强调了他们在课堂环境中的认知参与和社会文化互动之间的相互作用。来自前后调查的定量数据揭示了学习者对人工智能辅助写作的态度,而定性分析则来自他们的自我体验报告。研究结果表明,虽然学生认为使用人工智能工具进行编辑改善了他们的写作成果,但教师提供适当指导和技术培训的作用,以及与同伴共同学习的作用是人工智能工具无法替代的。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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