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EduPanel: A Three-Agent LLM Judge for Teaching Videos -- Reliability, Complementarity, and Human Trust Calibration

4 upvotes · 20 JUL 2026 · Jia-Kai Dong, Yi-Cheng Lin, Hung-yi Lee

This paper introduces EduPanel, a machine learning model that evaluates the quality of teaching videos in a more nuanced way than existing methods, and shows that it can provide reliable and interpretable assessments that complement human expertise.

LLM judgesmultimodal evaluationeducational assessmentteaching qualityrubric-based evaluation