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Visual Document Retrieval on PlotQA (Recall@10, MRR@10)

64.82Recall@10Unveil
44.07249.458554.84560.2315May 23, 2026

Evaluation results

MethodLinks
UnveilModality=Visual-Only2026.0564.8246.16
UnveilModality=Visual-Textual2026.0564.6345.91
VisRAGModality=Hybrid2026.0564.6146
VisRAGModality=Visual-Based2026.0564.344.31
DSEModality=Hybrid2026.0564.2245.7
MiniCPMModality=Text-Based2026.0563.8645.07
DSEModality=Visual-Based2026.0563.8243.82
ColPaliModality=Visual-Based2026.0560.6640.84
SigLIPModality=Visual-Based2026.0552.8225.89
BM25Modality=Text-Based2026.0550.4833.18
NV-EmbedModality=Text-Based2026.0547.6731.55
BGE-LargeModality=Text-Based2026.0547.632.06
GTRModality=Text-Based2026.0544.8728.83