Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning

Zhaohui Yang, Yuxiao Ye, Shilei Jiang +4

Recent advances in reasoning language models have witnessed a paradigm shift from short to long CoT pattern. Given the substantial computational cost of rollouts in long CoT models…