Do Multimodal LLMs See Before They Read? Diagnosing Contextual Sycophancy

Yi-Cheng Lai, Hen-Hsen Huang

External text can override conflicting image evidence in multimodal large language models, a failure we call multimodal contextual sycophancy. We introduce a 998-case diagnostic th…