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Reasoning Models Struggle to Control their Chains of Thought

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We also find that CoT controllability is higher for larger models and decreases with more RL training, test-time compute, and increased problem difficulty.

Chain-of-thought controllability increases with model scale.Supported

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As quoted

We also find that CoT controllability is higher for larger models and decreases with more RL training, test-time compute, and increased problem difficulty.

As quoted

We also find that CoT controllability is higher for larger models and decreases with more RL training, test-time compute, and increased problem difficulty.

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https://arxiv.org/abs/2603.05706
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  1. Nov 1, 2026Entered the graphEntered the graph; no copy stored