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TopicsChain-of-Thought Monitorability Latent Reasoning in Language Models

Recovering a reasoning trace from activations does not establish that the model computed using the trace.

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https://arxiv.org/html/2611.01620 Untraced · nothing upstream recorded

However, recoverability is insufficient to separate computation from reading as the trace is part of the model’s input.

https://arxiv.org/html/2611.01620extraction 0.80

Probe results on security reasoning steps.

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Created by extractor · Nov 10, 2026. Every judgment on this page is accompanied by a reasoning trace.