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News/CRoS: Causality Reward on Scrambled CoTs Improves Accuracy and Reasoning Faithfulness
arxiv
PublishedNovember 2, 2026 at 5:00 AM

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

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arXiv:2610.42054v1 Announce Type: new 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 guarantee that the CoT causally contributes to the

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