ResearchBenchmarksMultimodal Document Retrieval on InfoVQAMultimodal Document Retrieval on InfoVQAFollow87.93MRRQRE-Rep.72.267676.333880.484.4662Feb 1, 2026Evaluation resultsMethodMethodLinksMRRRecallQRE-Rep.Method Category=OursMethod Category=Ours2026.0287.9398.04QRE-HFMethod Category=OursMethod Category=Ours2026.0286.9997.61DSEMethod Category=VLM-mo...Method Category=VLM-models2026.0285.3996.58VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0284.1296.24ColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0278.7493.65SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0272.8782.16