RL-style post-training can substantially improve chain-of-thought reasoning, long-horizon planning, and self-correction in language models

such RL-style post-training ("RL-for-LLMs") can substantially improve chain-of-thought reasoning, long-horizon planning, and self-correction

http://arxiv.org/abs/2608.27046v1