Hong-Hanh Nguyen-Le

When Helpful Text Hurts: Option-Redirecting Bias in Vision-Language Models

In tri-modal visual question answering (VQA), auxiliary text is commonly used to complement visual and textual inputs, yet its reliability is often uncontrolled. While prior work studies modality conflicts in general, it remains unclear how different types of unreliable auxiliary text affect answer selection under fixe...