XAI to Increase the Effectiveness of an Intelligent Pedagogical Agent

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Abstract

We explore eXplainable AI (XAI) to enhance user experience and understand the value of explanations in AI-driven pedagogical decisions within an Intelligent Pedagogical Agent (IPA). Our real-time and personalized explanations cater to students’ attitudes to promote learning. In our empirical study, we evaluate the effectiveness of personalized explanations by comparing three versions of the IPA: (1) personalized explanations and suggestions, (2) suggestions but no explanations, and (3) no suggestions. Our results show the IPA with personalized explanations significantly improves students’ learning outcomes compared to the other versions.

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APA

Hostetter, J. W., Conati, C., Yang, X., Abdelshiheed, M., Barnes, T., & Chi, M. (2023). XAI to Increase the Effectiveness of an Intelligent Pedagogical Agent. In Proceedings of the 23rd ACM International Conference on Intelligent Virtual Agents, IVA 2023. Association for Computing Machinery, Inc. https://doi.org/10.1145/3570945.3607301

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