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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AI in education should be reframed as a relational design problem grounded in reciprocity and accountability to support learning with others and sustain communities and environments.
Structured integration of LLMs in astronomy education, including a domain-specific tutor and documentation requirements, leads to improved AI literacy and reduced student reliance on AI over the semester.
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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Relational AI in Education: Reciprocity, Participatory Design, and Indigenous Worldviews
AI in education should be reframed as a relational design problem grounded in reciprocity and accountability to support learning with others and sustain communities and environments.
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Teaching Astronomy with Large Language Models
Structured integration of LLMs in astronomy education, including a domain-specific tutor and documentation requirements, leads to improved AI literacy and reduced student reliance on AI over the semester.