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Is Eval Gaming Downstream of Verbalized Eval Awareness? Not when it's reflexive.

Code and data available at github.com/KieronKretschmar/latent-awarenessTL;DRWe take two eval-gaming model organisms (Hua et al.'s (2025) organism and RogueQwen) and apply direct preference optimization (DPO) to their chain-of-thought (CoT) to reduce how often they verbalize situational awareness (vSA): reasoning aloud