Rethinking Probability-Based Reinforcement Learning From Posterior Concentration

Shiu-Hong Kao, Yubo Zhao, Zhenyu Tian +3

Verifier-free reinforcement learning with probability-based rewards offers a promising way to train LLMs on general reasoning tasks where external verifiers are unavailable. Yet th…