ResearchBenchmarksMultimodal Document Retrieval on ChartQAMultimodal Document Retrieval on ChartQAFollow62.68MRRDSE56.211257.890659.5761.2494Feb 1, 2026Evaluation resultsMethodMethodLinksMRRRecallDSEMethod Category=VLM-mo...Method Category=VLM-models2026.0262.6874.51SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0261.4463.65QRE-Rep.Method Category=OursMethod Category=Ours2026.0260.3675.63QRE-HFMethod Category=OursMethod Category=Ours2026.0259.7173.96VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0258.7472.42ColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0256.4670.19