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

Savyasachi Gupta, Aniruddha Srinivas Joshi

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…