Allison C. Zhuang

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-...