A new black-box probe distinguishes whether text-to-image models memorize identities or fabricate them, without needing reference photos or training data. The NAMESAKES dataset includes over one thousand public figures' names and faces, along with less famous perturbed names, to benchmark this capability across state-of-the-art models.