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The Weakest Link: Distilling LLM Reasoning with Worst-Case Constrained Reinforcement Learning

Zimmer, Matthieu et al.
arXiv (All) · Papers
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Distilling the reasoning capabilities of large language models (LLMs) into smaller students is a central challenge for efficient deployment. Current approaches face a fundamental tension: optimizing purely for verifiable task rewards (e.g., via GRPO) leads to reward hacking, where students arrive at
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