LLM evaluation in education goes beyond accuracy: llm-judged-helpfulness-pedagogy-signal, teachbench-llm-teaching-evaluation, vetting-dual-llm-safety-education, and ground-truth-reliability-aied assess pedagogical quality, safety, and reliability of model output (ai-ed-evaluation, benchmark).