Evidence on AI Tutoring and Applied Learning Outcomes

StudentBench continues to report AI-human-equivalent GRE learning gains, some AI advantages, and a claimed 918-fold cost reduction. Automated writing assessment finds strong ranking agreement but systematic AI-rater severity, underscoring calibration concerns; transfer beyond GRE preparation, tutor quality, engagement, and long-term retention remain unresolved.