Checking the Checkers: A Synthesis of Verifier Noise and Robustness in RLVR.

arXiv:2610.17824v1 Announce Type: cross Abstract: Reinforcement learning with verifiable rewards (RLVR) has become a principal recipe for improving the reasoning of large language models (LLMs). It rests on the assumption that the checker scoring each response