Xiao-Yin Ge

GESR: Graph-Guided Evidence-State Repair for Citation-Grounded Multimodal Fact-Checking

Multimodal fact-checking systems are increasingly expected to return not only a veracity label but also a citation-grounded re port. Yet a correct label may still be accompanied by query drift, hallucinated citations, unsupported evidence statements, or over strong conclusions. We argue that many such failures arise fr...