data-efficient

Edu-Theater: A Data-Efficient LLM Agent Framework for Scalable Learner Behavior Simulation

Edu-Theater is a new LLM-powered agent framework for simulating learner behavior. It uses a cohort-aware roll-call paradigm to reduce data and computation needs. Experiments on two real-world datasets show higher accuracy with fewer LLM calls, enabling scalable synthetic data generation for adaptive testing.