From RLVR to RLSVR Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement paper:

RLSVR converts open-ended generation tasks into verifiable formats to enable Reinforcement Learning from Verifiable Rewards. By transforming objectives into structured tasks with objective checkable outcomes, the method allows models to self-improve without external human feedback or dense reward models.