ResearchBenchmarksMultimodal Document Retrieval on ArxivQAMultimodal Document Retrieval on ArxivQAFollow72.02MRRQRE-Rep.49.34855.23461.1267.006Feb 1, 2026Evaluation resultsMethodMethodLinksMRRRecallQRE-Rep.Method Category=OursMethod Category=Ours2026.0272.0285.22QRE-HFMethod Category=OursMethod Category=Ours2026.026981.99VisRAGMethod Category=VLM-mo...Method Category=VLM-models2026.0266.780.42ColPaliMethod Category=VLM-mo...Method Category=VLM-models2026.0264.3676.46DSEMethod Category=VLM-mo...Method Category=VLM-models2026.0263.7677.57SigLIPMethod Category=VLM-mo...Method Category=VLM-models2026.0250.2249.51