What Actually Changes an LLM’s Hiring Decision?

Automated excerpt

It asks whether the model’s final decision agrees with what its own extracted values imply under the policy. The protocol specified three main comparisons: the fairness instruction, its behavior across presentation changes, and code replay versus the model’s decision on the same extraction. Balance the identity controls across occupations and hosted models.

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