What Is Reinforcement Learning with Verifiable Rewards (RLVR)?

Reinforcement learning with verifiable rewards (RLVR) trains AI models using outcomes that can be automatically verified, such as correct proofs or passing code, ensuring objective evaluation of performance. This approach distinguishes itself from subjective preference training by relying on verifiable results to guide learning and governance.