ResearchBenchmarksMultimodal Document Retrieval on DocVQAMultimodal Document Retrieval on DocVQAFollow84.1MRRColPali65.286470.170775.05579.9393Feb 1, 2026Evaluation resultsMethodMethodLinksMRRRecallColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0284.196.06QRE-Rep.Method Category=OursMethod Category=Ours2026.0283.3596.59QRE-HFMethod Category=OursMethod Category=Ours2026.0281.6995.16DSEMethod Category=VLM-mo...Method Category=VLM-models2026.0281.5593.88VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0277.6492.92SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0266.0178.61