2026
CrossCheck-Bench: Diagnosing Compositional Failures in Multimodal Conflict Resolution
AAAI 2026technical
Multimodal Large Language Models are primarily trained and evaluated on aligned image-text pairs, which leaves their ability to detect and resolve real-world inconsistencies largely unexplored. In open-domain applications visual and textual cues often conflict, requiring models to perform structured