PAIR-Bench defines a progressive hinting protocol with failure-region and hint-depth controls to measure LLM code refinement trajectories in detail.
The role of tutoring in problem solving
3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 3verdicts
UNVERDICTED 3representative citing papers
CourseBlueprint builds a typed pipeline over a 23-lecture biomedical imaging corpus to generate prerequisite-aware, learner-adaptive videos with auditable engagement contracts and slide grounding.
A same-LLM tutor-student agent pair solves coding tasks at similar or higher accuracy than self-consistency or debate baselines while using significantly fewer tokens.
citing papers explorer
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Benchmarking Code Improvement with Progressive, Adaptive, and Interactive Feedback
PAIR-Bench defines a progressive hinting protocol with failure-region and hint-depth controls to measure LLM code refinement trajectories in detail.
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CourseBlueprint: A Structured Pipeline for Adaptive Pedagogical Video Generation Grounded in Course Corpora
CourseBlueprint builds a typed pipeline over a 23-lecture biomedical imaging corpus to generate prerequisite-aware, learner-adaptive videos with auditable engagement contracts and slide grounding.
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Enhancing LLM Problem Solving via Tutor-Student Multi-Agent Interaction
A same-LLM tutor-student agent pair solves coding tasks at similar or higher accuracy than self-consistency or debate baselines while using significantly fewer tokens.