DenoiseRL: Bootstrapping Reasoning Models to Recover from Noisy Prefixes

Caijun Xu, Changyi Xiao, Zhongyuan Peng +1

Reinforcement learning has become a central paradigm for advancing reasoning in large language models, yet most existing methods still depend on stronger teacher models or heavily…