Mohamed I. Eldagla

Uncertainty, Not Concealment: A Mechanistic Reappraisal of Sycophancy in Vision-Language Models

According to the abstract, Eldagla and colleagues test whether medical vision-language models hide a conflict between a report and an X-ray. Across four models they conclude the mismatch registers as hedged uncertainty, not concealed knowledge.