Learning to Reason from Reference Samples Alone: Reinforced Adversarial Learning for Modern LLM Post-Training.

arXiv:2610.38851v2 Announce Type: replace Abstract: In many settings where LLM post-training is desirable, high-quality answers are recognizable but difficult to score with explicit rewards. Reinforcement learning with verifiable rewards (RLVR) is limited to t