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Privilege-induced style drift can undermine reasoning model performance, but RLCSD effectively redirects the learning signal to focus on what truly matters—task-relevant tokens.
RFT's Achilles heel? This benchmark reveals how fragile reinforcement fine-tuning is, and introduces an automated system to catch and fix training failures before they tank your LLM.