EduFair-Bench: Evaluating Pedagogical Fairness of LLM Tutors Across Student Demographics
EduFair-Bench is introduced, a benchmark for auditing the pedagogical fairness of LLM tutors---whether tutoring quality varies systematically with student demographics, and it is found that model capability and demographic fairness are largely orthogonal.