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Benchmarks
Visual Document Retrieval on ChartQA
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93.6
NDCG@5
ReAlign
30.576
46.938
63.3
79.662
Apr 8, 2026
NDCG@5
NDCG@10
Updated 9d ago
Evaluation Results
Method
Method
Links
NDCG@5
NDCG@10
ReAlign
Retriever Type=Multi-m...
2026.04
93.6
94
ReAlign
Retriever Type=Multi-m...
2026.04
87.9
88.4
VDocRetriever
Retriever Type=Multi-m...
2026.04
86
87.1
ColPali
Retriever Type=Multi-m...
2026.04
83.8
84.7
NV-Embed
Retriever Type=Text-based
2026.04
79.4
80.1
E5-V
Retriever Type=Multi-m...
2026.04
78.6
79.9
DSE
Retriever Type=Multi-m...
2026.04
76.6
77.1
E5-Mistral
Retriever Type=Text-based
2026.04
73.6
74.2
SigLIP 2
Retriever Type=Multi-m...
2026.04
69.9
71.9
VLM2Vec
Retriever Type=Multi-m...
2026.04
69
71.4
BGE
Retriever Type=Text-based
2026.04
61.4
62.7
BM25
Retriever Type=Text-based
2026.04
50
52.3
CLIP
Retriever Type=Multi-m...
2026.04
33
35.4
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