FairTutor achieves 97.1% of premium pedagogical quality at 71.6% lower cost via equity-aware LLM routing and introduces the TutorAccessEval benchmark to measure access-tier gaps.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Semester-long tracking of 96 students showed LLM usage fell 42.7 points and verification dropped 19.4 points in team work, with 18.9% of consistent individual users stopping entirely in teams.
citing papers explorer
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FairTutor: Equity-Aware Pedagogical LLM Routing for Budget-Constrained AI Tutoring
FairTutor achieves 97.1% of premium pedagogical quality at 71.6% lower cost via equity-aware LLM routing and introduces the TutorAccessEval benchmark to measure access-tier gaps.
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Less Deliberate in Teams: Student LLM Use Across Individual and Collaborative Work
Semester-long tracking of 96 students showed LLM usage fell 42.7 points and verification dropped 19.4 points in team work, with 18.9% of consistent individual users stopping entirely in teams.