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Benchmarks
Multimodal Document Retrieval on DocVQA
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84.1
MRR
ColPali
65.2864
70.1707
75.055
79.9393
Feb 1, 2026
MRR
Recall
Updated 1mo ago
Evaluation Results
Method
Method
Links
MRR
Recall
ColPali
Method Category=VLM-mo...
2026.02
84.1
96.06
QRE-Rep.
Method Category=Ours
2026.02
83.35
96.59
QRE-HF
Method Category=Ours
2026.02
81.69
95.16
DSE
Method Category=VLM-mo...
2026.02
81.55
93.88
VisRAG
Method Category=VLM-mo...
2026.02
77.64
92.92
SigLIP
Method Category=VLM-mo...
2026.02
66.01
78.61
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