Studies agent behaviour in safety evaluations versus production, finding eval-production performance gaps and linking them to models' interpretations of evaluation objectives and eval-awareness.
Proposes complementary metrics, pair-matched comparisons and post-control risk, to evaluate how monitorable models are, supplementing the g-mean² score.