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What matters in AI-supported learning: A study of human-AI interactions in language learning using cluster analysis and epistemic network analysis
Xinghua Wang1; Qian Liu1; Hui Pang1; Seng Chee Tan2; Jun Lei3; Matthew P. Wallace4; Linlin Li1
2023-03-01
Source PublicationCOMPUTERS & EDUCATION
ISSN0360-1315
Volume194Pages:104703
Abstract

This study investigates how students interact with artificial intelligence (AI) for English as a Foreign Language (EFL) learning and what matters in AI-supported EFL learning. It was conducted in naturalistic learning settings, involving sixteen primary school students and lasting approximately three months. The students' usage data of an AI agent and their reflection essays about the interactions with the AI agent were analyzed using cluster analysis and epistemic network analysis based on the frameworks of community of inquiry and students' approaches to learning. The results suggest four clusters of students, each with its distinct way of interacting with AI for language learning. More importantly, the comparisons of the four clusters of students reveal that even in AI-supported learning, not everyone can benefit from the potential promised by AI. The deep approach to AI-supported learning may amplify the benefits of AI's personalized guidance and strengthen the sense of the human-AI learning community. Passively or mechanically following AI's instruction, albeit with high levels of participation, may decrease the sense of the human-AI learning community and eventually lead to low performance. This study contributes to and has implications for the educational implementation of AI, as well as the facilitation and graphical representation of learner-AI interactions in educational settings.

KeywordApplications In Subject Areas Elementary Education Human-computer Interface Learning Communities
DOI10.1016/j.compedu.2022.104703
URLView the original
Indexed BySCIE ; SSCI
Language英語English
WOS Research AreaComputer Science ; Education & Educational Research
WOS SubjectComputer Science, Interdisciplinary Applications ; Education & Educational Research
WOS IDWOS:000901496100003
PublisherPERGAMON-ELSEVIER SCIENCE LTD, THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND
Scopus ID2-s2.0-85145554913
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Cited Times [WOS]:53   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Arts and Humanities
Corresponding AuthorXinghua Wang; Hui Pang
Affiliation1.Normal College, Qingdao University, Qingda 1st Road 16, China
2.National Institute of Education, Nanyang Technological University, 1 Nanyang Walk, 637616, Singapore
3.Faculty of Foreign Languages, Ningbo University, 818 Fenghua Road, China
4.Faculty of Arts and Humanities, University of Macau, A, Avenida da Universidade, Taipa, Macau, China
Recommended Citation
GB/T 7714
Xinghua Wang,Qian Liu,Hui Pang,et al. What matters in AI-supported learning: A study of human-AI interactions in language learning using cluster analysis and epistemic network analysis[J]. COMPUTERS & EDUCATION, 2023, 194, 104703.
APA Xinghua Wang., Qian Liu., Hui Pang., Seng Chee Tan., Jun Lei., Matthew P. Wallace., & Linlin Li (2023). What matters in AI-supported learning: A study of human-AI interactions in language learning using cluster analysis and epistemic network analysis. COMPUTERS & EDUCATION, 194, 104703.
MLA Xinghua Wang,et al."What matters in AI-supported learning: A study of human-AI interactions in language learning using cluster analysis and epistemic network analysis".COMPUTERS & EDUCATION 194(2023):104703.
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