Rate or Fate? RLV${}^{\epsilon }$R: Reinforcement Learning with Verifiable Noisy Rewards

Ali Rad, Khashayar Filom, Darioush Keivan +2

Reinforcement learning with verifiable rewards (RLVR) is a simple but powerful paradigm for training LLMs: sample a completion, verify it, and update. In practice, however, the ver…