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Ivan Titov

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Preprint Aug 2026

Does Out-of-Sight Equal Out-of-Mind in CoT Monitorability?

This work compares monitors across reasoning modes, from explicit CoT to weakly- and strongly-supervised latent CoT, on math reasoning and question answering and finds that, in this setup, monitorability depends more on properties of the task and the level of access to model internals than on the reasoning mode.

Pedro Ferreira, Wilker Aziz, Ivan Titov · 0 citations

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