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ResearchFormerly WizWand

Multi-modal Retrieval (Text Query) on MMQA

87.17Recall@20Cohere Embed 3
25.071641.193357.31573.4367Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Cohere Embed 3Scoring Method=Cos2025.1187.1778.8174.72
E5-VScoring Method=Cos2025.1184.8866.6767.2
E5-VScoring Method=Std2025.1180.7963.3363.56
Cohere Embed 3Scoring Method=Ours2025.1173.9963.2559.2
Cohere Embed 3Scoring Method=Std2025.1172.1966.3360.63
E5-VScoring Method=Ours2025.1170.3953.1553.12
Long-CLIP-LScoring Method=Cos2025.1163.0445.5644.32
Long-CLIP-BScoring Method=Cos2025.1158.6745.1143.02
Long-CLIP-LScoring Method=Std2025.1158.3941.9440.7
Long-CLIP-LScoring Method=Ours2025.1157.0738.638.19
Long-CLIP-BScoring Method=Std2025.1154.6540.7338.76
Long-CLIP-BScoring Method=Ours2025.1153.3335.4835.04
BLIPScoring Method=Cos2025.1141.7530.228.64
BLIPScoring Method=Std2025.1140.9228.5827.42
BLIPScoring Method=Ours2025.1136.7523.3323.31
CLIP (ViT-L/14)Scoring Method=Cos2025.1135.5128.6325.86
CLIP (ViT-L/14)Scoring Method=Std2025.1135.3727.625.16
CLIP (ViT-B/32)Scoring Method=Cos2025.1131.926.6223.9
CLIP (ViT-B/32)Scoring Method=Std2025.1131.5525.7823.25
CLIP (ViT-L/14)Scoring Method=Ours2025.1131.2821.4820.54
CLIP (ViT-B/32)Scoring Method=Ours2025.1127.4618.4417.88