ResearchBenchmarksMultimodal Document Retrieval on SlideVQAFollow93.91MRRColPali89.33490.52291.7192.898Feb 1, 2026Evaluation ResultsMethodMethodLinksMRRRecallColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0293.9196.97QRE-Rep.Method Category=OursMethod Category=Ours2026.0293.997.73DSEMethod Category=VLM-mo...Method Category=VLM-models2026.0293.8497.2QRE-HFMethod Category=OursMethod Category=Ours2026.0293.5797.6VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0291.7696.86SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0289.5193.03