TY - JOUR
T1 - Crafting Personalized Learning Experiences in 3D Environments with Pedagogical Conversational Agents
AU - Winer, Amir
AU - Bodner, Neta
AU - Geri, Nitza
N1 - Publisher Copyright:
© 2025 Copyright for this paper by its authors.
PY - 2025
Y1 - 2025
N2 - The emergence of Generative Artificial Intelligence (GenAI) offers transformative opportunities to enhance Personalized Learning (PL) in higher education. This research-in-progress proposes leveraging GenAI to advance PL by using Conversational Agents (CAs) designed through prompt engineering. A first proof-of-concept is demonstrated in a 3D model of the Scrovegni Chapel (Capella Arena) as a learning environment tailored for a Renaissance and Baroque art course at the Open University of Israel. By crafting prompts for synthetic students, we show how we can train the required CAs before real students are presented with self-paced 3D virtual reality (VR) learning environments. Synthetic learning data is presented as a new resource for Learning Analytics (LA) that supports pedagogical design.
AB - The emergence of Generative Artificial Intelligence (GenAI) offers transformative opportunities to enhance Personalized Learning (PL) in higher education. This research-in-progress proposes leveraging GenAI to advance PL by using Conversational Agents (CAs) designed through prompt engineering. A first proof-of-concept is demonstrated in a 3D model of the Scrovegni Chapel (Capella Arena) as a learning environment tailored for a Renaissance and Baroque art course at the Open University of Israel. By crafting prompts for synthetic students, we show how we can train the required CAs before real students are presented with self-paced 3D virtual reality (VR) learning environments. Synthetic learning data is presented as a new resource for Learning Analytics (LA) that supports pedagogical design.
KW - 3D Models
KW - Conversational Agent (CA)
KW - Generative Artificial Intelligence (GenAI)
KW - Learning Analytics (LA)
KW - Personalized Learning (PL)
KW - Synthetic Learning
KW - Virtual Reality (VR) Learning Environments
UR - https://www.scopus.com/pages/publications/105011100134
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AN - SCOPUS:105011100134
SN - 1613-0073
VL - 3995
SP - 35
EP - 40
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
T2 - Joint of LAK 2025 Workshops, LAK-WS 2025
Y2 - 3 March 2025 through 4 March 2025
ER -