Less Noise, More Voice: Reinforcement Learning for Reasoning via Instruction Purification
DGX agentarXiv:2601.21244v3 Announce Type: replace-cross Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has advanced LLM reasoning, but remains constrained by inefficient exploration under lim