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ResearchFormerly WizWand

Multi-modal Retrieval (Text Query) on WebQA

76.52Recall@20Cohere Embed 3
21.857636.048850.2464.4312Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Cohere Embed 3Scoring Method=Cos2025.1176.5259.1955.86
E5-VScoring Method=Cos2025.1174.3754.8852.27
Cohere Embed 3Scoring Method=Ours2025.1169.2352.6749.36
E5-VScoring Method=Ours2025.1165.7348.7646.11
Cohere Embed 3Scoring Method=Std2025.1154.7841.6938.19
E5-VScoring Method=Std2025.1148.6135.0433.11
Long-CLIP-LScoring Method=Cos2025.1145.1830.3628.54
Long-CLIP-BScoring Method=Cos2025.1143.9330.9228.56
Long-CLIP-LScoring Method=Ours2025.1141.4627.1425.69
Long-CLIP-BScoring Method=Ours2025.1140.4427.7225.79
BLIPScoring Method=Cos2025.1137.1527.0724.23
Long-CLIP-LScoring Method=Std2025.1135.6623.5722.14
Long-CLIP-BScoring Method=Std2025.1134.9423.7922.05
CLIP (ViT-L/14)Scoring Method=Cos2025.1132.624.0521.45
BLIPScoring Method=Ours2025.1131.420.7119.23
CLIP (ViT-L/14)Scoring Method=Ours2025.1131.2721.4419.69
CLIP (ViT-B/32)Scoring Method=Cos2025.1128.8921.1418.89
CLIP (ViT-L/14)Scoring Method=Std2025.1128.8419.3717.91
CLIP (ViT-B/32)Scoring Method=Ours2025.1127.1419.0717.29
BLIPScoring Method=Std2025.112414.7514.04
CLIP (ViT-B/32)Scoring Method=Std2025.1123.9616.3815.01