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Benchmarks
Evidence Retrieval on ChartCheck (Rec@1, Rec@5, Rec@7)
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56
Recall@1
MEVER
35.096
40.523
45.95
51.377
Feb 10, 2026
Recall@1
Recall@5
Recall@7
Updated 4d ago
Evaluation Results
Method
Method
Links
Recall@1
Recall@5
Recall@7
MEVER
Modality=Multi-modal
2026.02
56
72.2
75
RAV
Modality=Multi-modal
2026.02
53.6
69.2
72
TransXH+ViT
Modality=Multi-modal,...
2026.02
53.2
69
71.8
MEVER
Ablation=Without image...
2026.02
51.8
67.8
70.5
MochegModel
Modality=Multi-modal
2026.02
51.6
66.7
69.1
JustiLM
Modality=Multi-modal
2026.02
51.4
67.8
70.7
BM25
Modality=Text-only
2026.02
35.9
46.9
48.5
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