multimodalcritiqueneutralCurrent multimodal RAG systems struggle with complex multi-hop reasoning because they focus on instance-level matching and fail to capture relationships across modalities and documentsArtificial Intelligence02 Aug 2026http://arxiv.org/abs/2607.28580v1