Evaluation without Generation: Non-Generative Assessment of Harmful Model Specialization with Applications to CSAM. - Vinith M. Suriyakumar; Ayush Sekhari; Lena Stempfle; Robertson Wang; Michael Simpson; Rebecca S. Portnoff; Marzyeh Ghassemi; Ashia C. Wilson (CoRR, 2026)