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Santiago Aranguri

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Preprint Aug 2026

Not All Eval-Awareness Is Equal: Capabilities Framing Predicts Compliance

Steering interventions targeting eval-awareness, a model's recognition that it is being tested, are increasingly used in safety evaluation pipelines, where evaluation-awareness is treated as a single quantity to be suppressed. We show that verbalized eval-awareness in chain-of-thought can be identified as capabilities-...

Allison C. Zhuang, Santiago Aranguri · 0 citations

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