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Document Image Retrieval on NL-DIR (test)

36.17Recall@1SigLIP-So400m
-1.43648.326818.0927.8532Dec 23, 2025

Evaluation results

MethodLinks
SigLIP-So400mEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.1236.1761.1843.78
DFNEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.1228.4851.2435.36
InternVL-14B-224pxEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.1224.2543.4529.92
BLIP-large-COCOEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.125.9513.88.14
BLIP-large-384Evaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.123.8410.685.66
BLIP-baseEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.122.546.023.48
CLIP-baseEvaluation Protocol=Zero-shot, Model Category=Contrastive VLM2025.121.443.992.11
Qwen2-VLEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.291.660.59
UReaderEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.181.190.41
DocOwl1.5Evaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.10.940.29
DonutEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.020.210.07
Pix2StructEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.020.210.07
TextMonkeyEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.020.220.07
NougatEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.010.230.07
VaryEvaluation Protocol=Zero-shot, Model Category=Generative VDU2025.120.010.270.06