Rethinking Probability-Based Reinforcement Learning From Posterior Concentration.

arXiv:2610.01458v3 Announce Type: replace Abstract: 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 the reliability of these rewar