SocratesBench: A Curriculum-Aware Adversarial Benchmark for Pedagogical AI Tutors

A white paper introducing SocratesBench - an adversarial, judge-based benchmark measuring pedagogical failure modes in LLM tutors across a fixed quadratic-equation task.