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TopicsChain-of-Thought Monitorability AI Capability Evaluation

Methods for shortening chain-of-thought should be evaluated for monitorability, alongside token savings and accuracy.

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https://arxiv.org/pdf/2607.09786 Untraced · nothing upstream recorded

But this token–accuracy criterion ignores monitorability, whether the trace reveals what drove the answer, and monitorability is what makes the chain of thought a safety channel (Korbak et al., 2025; Baker et al., 2025).

https://arxiv.org/pdf/2607.09786extraction 0.75

Introduction, on how work on shortening reasoning traces judges success by token savings and accuracy.

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