对英语语言教育中情感人工智能研究的系统回顾

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-09-09 DOI:10.1016/j.system.2024.103478
Yuhan Liu , Heng Zhang , Meilin Jiang , Juanjuan Chen , Minhong Wang
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引用次数: 0

摘要

在英语作为外语(EFL)的学习过程中,学生经常会出现外语焦虑。提供情感支持和/或对学生学习产生情感影响的人工智能(AI)应用,即所谓的情感 AI 应用,受到越来越多的关注。然而,目前还缺乏对 EFL 教育中情感人工智能研究的系统综述。本文对这一领域的研究进行了系统回顾。研究结果揭示了情感人工智能在 EFL 教育中的五种功能,即(1)实现类人对话;(2)提供个性化的实时反馈或指导;(3)将图像翻译成英文文本;(4)生成个性化的学习内容和任务;(5)识别和分析情感。前三种能力使用频率较高,在改善学生的行为、认知和情感学习成果方面显示出良好的效果。此外,研究结果表明,情感支持往往与认知支持相结合;仅仅提供情感支持可能不足以支持学生的学习。同时,单独提供认知支持可以同时提高情感和认知学习成果。最后,应关注可能影响情感人工智能在 EFL 教育中的应用和效果的因素。
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A systematic review of research on emotional artificial intelligence in English language education

In learning English as a foreign language (EFL), students often experience foreign language anxiety. Artificial intelligence (AI) applications that provide emotional support and/or create emotional impacts on student learning, so-called emotional AI applications, have received increased attention. However, there is a lack of a systematic review of studies on emotional AI in EFL education. This paper presents a systematic review of research in this field. The results reveal five affordances of emotional AI in EFL education, namely (1) enabling human-like conversations, (2) providing personalized real-time feedback or instructions, (3) translating images into English text, (4) generating personalized learning content and tasks, and (5) recognizing and analyzing emotions. The first three affordances are more frequently used and have shown promising effects on improving students’ behavioral, cognitive, and affective learning outcomes. Moreover, the findings reveal that emotional support is often integrated with cognitive support; providing emotional support alone may not be enough to support student learning. Meanwhile, providing cognitive support alone can enhance both affective and cognitive learning outcomes. Finally, attention should be paid to the factors that might influence the adoption and effects of emotional AI in EFL education.

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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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