CRoS: Causality Reward on Scrambled CoTs Improves Accuracy and Reasoning Faithfulness.

arXiv:2610.42054v1 Announce Type: cross Abstract: Reinforcement learning with verifiable rewards (RLVR) has become the standard method for training language models to reason. However, RLVR typically relies solely on outcome correctness, which does not guarante