AIBullisharXiv – CS AI · 8h ago7/10
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FairTutor: Equity-Aware Pedagogical LLM Routing for Budget-Constrained AI Tutoring
FairTutor addresses educational inequity in AI-powered tutoring by introducing an equity-aware routing framework that maintains 97.1% of premium pedagogical quality while reducing costs by 71.6%. The framework uses multi-agent orchestration with selective escalation to premium models, introducing metrics to measure AI Education Advantage Gap between premium and budget-constrained services.