Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2607.18529.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

EduPanel is a rubric-grounded, learner-conditioned LLM judge using three specialized agents to evaluate teaching video quality. Expert studies report reliability matching a median human expert, improved scoring accuracy, and expert ability to flag unreliable outputs via AUC 0.77.

Concrete three-agent decomposition pattern with measured human trust calibration, not a blanket 'replace humans' claim.

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