How GenAI Mentor Configurations Shape Early Collaborative Dynamics: A Classroom Comparison of Individual and Shared Agents

Published in arXiv preprint arXiv:2603.12600, 2026

Authors: S Zha, W Liu, F Qin, J Cao, Y Wang, Y Liu, K Zhang, J Gong, Y Xu Venue: arXiv preprint arXiv:2603.12600, 2026 Recommended citation: S Zha, W Liu, F Qin, J Cao, Y Wang, Y Liu, K Zhang, J Gong, Y Xu (2026). How GenAI Mentor Configurations Shape Early Collaborative Dynamics: A Classroom Comparison of Individual and Shared Agents. arXiv preprint arXiv:2603.12600.

Recommended citation: S Zha, W Liu, F Qin, J Cao, Y Wang, Y Liu, K Zhang, J Gong, Y Xu (2026). How GenAI Mentor Configurations Shape Early Collaborative Dynamics: A Classroom Comparison of Individual and Shared Agents. arXiv preprint arXiv:2603.12600.

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