ResearchBenchmarksMultimodal Document Retrieval on PlotQAMultimodal Document Retrieval on PlotQAFollow45.7MRRDSE29.756833.895938.03542.1741Feb 1, 2026Evaluation resultsMethodMethodLinksMRRRecallDSEMethod Category=VLM-mo...Method Category=VLM-models2026.0245.764.22QRE-Rep.Method Category=OursMethod Category=Ours2026.0243.2363.87VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0240.1961.4SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0240.1541.36QRE-HFMethod Category=OursMethod Category=Ours2026.0239.961.16ColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0230.3748.62