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ResearchFormerly WizWand

Multi-modal Retrieval (Image Query) on WebQA

43.55Recall@20CLIP (ViT-L/14)
-1.74210.016521.77533.5335Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CLIP (ViT-L/14)Scoring Method=Std2025.1143.5522.5425.76
Long-CLIP-LScoring Method=Std2025.1139.8420.2223.36
CLIP (ViT-L/14)Scoring Method=Ours2025.1137.120.3722.75
Long-CLIP-LScoring Method=Ours2025.1135.3418.3821.09
Long-CLIP-BScoring Method=Std2025.1133.0114.9217.98
CLIP (ViT-B/32)Scoring Method=Std2025.1132.8215.218.02
Long-CLIP-BScoring Method=Ours2025.1128.5913.4315.97
CLIP (ViT-B/32)Scoring Method=Ours2025.1128.1413.7915.98
Cohere Embed 3Scoring Method=Std2025.1127.4212.3614.83
Cohere Embed 3Scoring Method=Ours2025.1125.3911.4813.73
E5-VScoring Method=Std2025.1121.059.7511.5
Cohere Embed 3Scoring Method=Cos2025.1120.43810.16
E5-VScoring Method=Ours2025.1118.788.878.87
BLIPScoring Method=Std2025.1117.628.249.73
BLIPScoring Method=Ours2025.1114.046.357.62
E5-VScoring Method=Cos2025.1111.895.196.37
CLIP (ViT-L/14)Scoring Method=Cos2025.110.0400.01
CLIP (ViT-B/32)Scoring Method=Cos2025.11000
Long-CLIP-BScoring Method=Cos2025.11000
Long-CLIP-LScoring Method=Cos2025.11000
BLIPScoring Method=Cos2025.11000