Best submitted systems scored 58-72 macro F1 on four three-class pedagogical assessment tracks and 97 macro F1 on nine-class tutor identification, showing automatic evaluation of AI math tutors works but still has room to improve.
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Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors
Best submitted systems scored 58-72 macro F1 on four three-class pedagogical assessment tracks and 97 macro F1 on nine-class tutor identification, showing automatic evaluation of AI math tutors works but still has room to improve.