Edu-Theater: A Data-Efficient Agent Framework for Scalable Learner Behavior Simulation through Staging Roll-Call

In three linesEdu-Theater is an LLM-powered multi-agent system for scalable learner behavior simulation. It uses a cohort-aware approach with targeted diagnostic queries instead of dense per-learner histories, reducing LLM calls and data requirements. Tested on two real-world datasets, it improves simulation accuracy and downstream applications like adaptive testing.

Summary generated by Claude — human-verified