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Jakub Macina

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#artificial intelligence Preprint Oct 2026

The Assistance Dilemma: Learning to Teach via Multi-Turn Reinforcement Learning

Large language models (LLMs) trained to answer questions are natively poor at teaching. Reinforcement Learning (RL) against a simulated student is a promising approach to improve their pedagogy, but existing RL-trained tutors reward the student's success on the tutored problem with the tutor's words still in context. T...

Jakub Macina, Manu Kapur, Mrinmaya Sachan · 0 citations

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