LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

Zhiyuan Jiang, Weihao Hong, Xinlei Guan +8

Vision-Language Models (VLMs) are increasingly deployed in settings where reliable visual grounding carries operational consequences, yet their behavior under progressively coerciv…