Self-consistency bias

The phenomenon in which a model, when evaluating its own outputs, tends to reach conclusions consistent with its existing judgments, systematically underestimating its own errors. In safety settings this leads to underestimation of the false-negative rate; it is typically mitigated through independent reviewer models, sampled human review, or changing the prompt role.