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Benchmarks
Multimodal Document Retrieval on SlideVQA
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93.91
MRR
ColPali
89.334
90.522
91.71
92.898
Feb 1, 2026
MRR
Recall
Updated 1mo ago
Evaluation Results
Method
Method
Links
MRR
Recall
ColPali
Method Category=VLM-mo...
2026.02
93.91
96.97
QRE-Rep.
Method Category=Ours
2026.02
93.9
97.73
DSE
Method Category=VLM-mo...
2026.02
93.84
97.2
QRE-HF
Method Category=Ours
2026.02
93.57
97.6
VisRAG
Method Category=VLM-mo...
2026.02
91.76
96.86
SigLIP
Method Category=VLM-mo...
2026.02
89.51
93.03
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