Nahumi Nugrahaningsih

Semantic Specificity Degradation in Zero-Shot Generative Vision-Language Models

Vision-Language Models (VLMs) have shown strong zero-shot performance in generating free-form image descriptions. However, most evaluations focus on hallucinated content, while less attention is given to whether models preserve specific object identities. This study investigates whether zero-shot generative VLMs retain...