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arXiv — cs.AI

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From Decorative to Load-Bearing: Task Difficulty Shapes the Causal Role of Chain-of-Thought

arXiv:2609.25366v1 Announce Type: new Abstract: Chain-of-thought (CoT) monitoring is only meaningful if written reasoning causally constrains the answer. We introduce continuation-based causal testing, an ablation-patch intervention that perturbs one reasoning step, truncates…

arXiv — cs.AIBy: Renee Jia, Di MuSeptember 23, 2026 (Sep 23)
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  • arXiv:2609.25366v1 Announce Type: new Abstract: Chain-of-thought (CoT) monitoring is only meaningful if written reasoning causally constrains the answer
  • We introduce continuation-based causal testing, an ablation-patch intervention that perturbs one reasoning step, truncates…
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From Decorative to Load-Bearing: Task Difficulty Shapes the Causal Role of Chain-of-Thought

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