multimodalfactneutralGraph-enhanced multimodal methods face a fundamental dilemma: fine-grained visual features cause graph expansion and noise, while coarse-grained representations lose critical local evidenceArtificial Intelligence02 Aug 2026http://arxiv.org/abs/2607.28580v1