LLM evaluation

Ai2's new TutorMoments framework replays real tutoring transcripts to test whether LLMs make the right pedagogical call at key decision points. Across seven models tested, all defaulted to over-helping unless explicitly prompted about the scaffolding-versus-rigor trade-off.