EduAgentBench is a new source-grounded benchmark that evaluates tutor agents across pedagogical judgment, situated multi-turn tutoring, and Canvas-style workflow completion, finding frontier models capable of basic judgment but inadequate for professional teaching standards.
MathTutorBench: A benchmark for measuring open-ended pedagogical capabilities of LLM tutors
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Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows
EduAgentBench is a new source-grounded benchmark that evaluates tutor agents across pedagogical judgment, situated multi-turn tutoring, and Canvas-style workflow completion, finding frontier models capable of basic judgment but inadequate for professional teaching standards.