Effect of an AI-based chatbot on students' learning performance in alternate reality game-based museum learning

IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH
Hsin-Yi Liang, Gwo-Jen Hwang, Tien-Yu Hsu, Jen-Yuan Yeh
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引用次数: 0

Abstract

Recently, alternate reality games (ARGs) have been applied in museum learning to encourage learners' active engagement through playful problem-solving activities. However, most learners have insufficient prior knowledge and metacognitive skills to complete the learning tasks in such games. To support learning with ARGs, there is a need to provide proper feedback so that the learners are capable of self-regulated learning and solving the problems encountered during the learning process. Considering the influences of individual differences, this research developed a chatbot as a learning partner in ARG-based learning to support students’ learning with adaptive feedback in a museum. A quasi-experimental study was conducted to evaluate the effectiveness with and without the proposed approach. The results showed that the AI-based chatbot approach could significantly improve learners' metacognition awareness, emotional engagement and behavioural engagement. Besides, it is helpful to facilitate students' double-loop learning.

基于人工智能的聊天机器人对学生在基于交替现实游戏的博物馆学习中的学习表现的影响
最近,另类现实游戏(ARGs)被应用于博物馆学习,通过游戏性的问题解决活动鼓励学习者积极参与。然而,大多数学习者的已有知识和元认知技能不足以完成此类游戏中的学习任务。为了支持利用 ARGs 学习,有必要提供适当的反馈,以便学习者能够自我调节学习和解决学习过程中遇到的问题。考虑到个体差异的影响,本研究开发了一个聊天机器人,作为基于 ARG 学习的学习伙伴,通过自适应反馈支持博物馆中学生的学习。我们进行了一项准实验研究,以评估采用和不采用所建议方法的效果。结果表明,基于人工智能的聊天机器人方法能显著提高学习者的元认知意识、情感投入和行为投入。此外,它还有助于促进学生的双环学习。现实情境的复杂性和 ARGs 的模糊性可能会让学生感到沮丧,并打击他们参与问题解决活动的积极性。传统的修正反馈可能无法满足学生在解决遇到的问题时的个性化要求。本文新增内容 设计了一个基于人工智能的聊天机器人,作为智能学习伙伴,帮助学生解决遇到的问题。实验结果表明,所提出的方法提高了学生的元认知意识和参与度。应用绘图分析和行为序列分析进一步研究了学生的认知和行为模式。对实践和/或政策的启示 将人工智能聊天机器人整合到游戏式学习中,以促进学生的元认知意识和参与度,具有潜在的价值。人工智能聊天机器人可提供自适应反馈,有效促进学生的自我调节学习和双环学习。
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来源期刊
British Journal of Educational Technology
British Journal of Educational Technology EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
15.60
自引率
4.50%
发文量
111
期刊介绍: BJET is a primary source for academics and professionals in the fields of digital educational and training technology throughout the world. The Journal is published by Wiley on behalf of The British Educational Research Association (BERA). It publishes theoretical perspectives, methodological developments and high quality empirical research that demonstrate whether and how applications of instructional/educational technology systems, networks, tools and resources lead to improvements in formal and non-formal education at all levels, from early years through to higher, technical and vocational education, professional development and corporate training.
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