Learners’ perceived AI presences in AI-supported language learning: a study of AI as a humanized agent from community of inquiry

心理学 感情 认知 多元方差分析 直觉 数学教育 社会心理学 计算机科学 认知科学 机器学习 神经科学
作者
Xinghua Wang,Hui Pang,Matthew P. Wallace,Qiyun Wang,Wenli Chen
出处
期刊:Computer Assisted Language Learning [Routledge]
卷期号:37 (4): 814-840 被引量:99
标识
DOI:10.1080/09588221.2022.2056203
摘要

This study investigated the application of an artificial intelligence (AI) coach for second language (L2) learning in a primary school involving 327 participants. In line with Community of Inquiry, learners were expected to perceive social, cognitive, and teaching presences when interacting with the AI coach, which was considered a humanized agent. To examine how learners' perceived AI presences were related to their language learning, this study drew on AI usage data, actual learning outcomes, and attitudinal data. Results from hierarchical regression analyses suggest that cognitive presence and learners' affection for AI's appearance were significant predictors of L2 enjoyment, which also positively predicted learning outcomes. The score of English shadowing (representing the quality of AI usage) positively predicted learning outcomes. Contrary to intuition, teaching presence was found to negatively predict learning outcomes. Based on cluster analysis and subsequent MANOVA results, this study indicates that the learners perceiving higher social and cognitive presences via interacting with AI and showing greater affection for AI's appearance tended to use the AI coach more frequently, demonstrate higher L2 enjoyment, and achieve higher learning outcomes. The present study contributes to the limited but increasing knowledge of human-AI interaction in educational settings and carries implications for future efforts on the use of AI for L2 learning.
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