EduPanel is a rubric-grounded, learner-conditioned LLM judge for evaluating teaching videos. Its three-agent architecture decomposes pedagogical assessment into specialized dimensions and uses multimodal evidence to produce interpretable feedback. According to the paper’s abstract, expert studies found reliability comparable to a median human expert. When experts used EduPanel feedback, scoring error improved from MAE 0.87 to 0.73. Experts also retained the ability to detect unreliable model outputs, with AUC 0.77, suggesting an assistant role rather than replacement of human evaluators.
No heat snapshots are available in the last 24 hours.