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Chain-of-thought monitoring

2 open-access journal articles on chain-of-thought monitoring, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

2 records

Journal article

Where the Transcript Runs Out: When Model Internals Beat Behavioural Monitors, Why the Strongest Generalisation Evidence Comes From Targets the Text Already Shows, and the Comparisons No Study Has Yet Run

Linear probes and other readers of a language model's activations are now deployed as safety monitors, and two published literatures disagree about what they buy. One reports probes that match prompted and fine-tuned language-model monitors on real-world data after training only on synthetic…

Cite Related research LOR-00105 · 6 views · 14 downloads
PDF381.5 KB

Journal article

Who Pulls the Plug? Self-Report, External Authority, and the Limits of Self-Isolation in AI Control

A self-isolation proposal asks an AI system to notice that it may be compromised and to withdraw its own privileges. The AI control literature is built on the opposite premise: a model under evaluation may be actively subverting the protocol that watches it, so containment authority is placed in a…

Cite Related research LOR-00048 · 6 views · 25 downloads
PDF4.8 MB

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