A single three-surface benchmark shows frontier LLM agents pass ≈90% of bounded pedagogical-judgment tasks but only ≈36% of situated tutoring and ≈33% of LMS workflow tasks.
MathTutorBench: A benchmark for measuring open-ended pedagogical capabilities of LLM tutors
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TeachArena: Are Language Agents Ready for Realistic Teaching Work?
A single three-surface benchmark shows frontier LLM agents pass ≈90% of bounded pedagogical-judgment tasks but only ≈36% of situated tutoring and ≈33% of LMS workflow tasks.