TrustLift: When Images Make False Claims Look True
Multimodal verification systems may assign high confidence to misleading claims when an associated image is visually plausible but does not provide valid evidence. This paper introduces TrustLift, a lightweight framework for detecting such false-reassurance errors and selectively referring risky cases for review. The m...