Models Over-Attribute Being Evaluated; Private Evals Elicit Far Less Eval Awareness

dfrsrchtwts · x · 2026-10-27

Commenting on a model eval report, dfrsrchtwts highlights two observations: models over-attribute being in evaluation, and the report's private evals elicited far less eval awareness (at least 2 of 3). He also suspects the report takes Apollo's in-context scheming benchmark too literally, questioning whether GPT-6 — which reportedly beats all models — is really the least schemey model.

He adds that qualitative descriptions of model behaviour would have been more informative than marginal eval numbers.

Related event: DeepSeek Safety Eval Finds Models Over-Attribute Being Tested(2 posts)→

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