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ResearchFormerly WizWand

Multimodal Retrieval on MBE 2.0

43.34R@1Our MOON2.0
-1.619210.052921.72533.3971Nov 16, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Our MOON2.0zero-shot=true2025.1143.3489.3194.21
Our MOON2.0zero-shot=true2025.1141.0787.3191.08
MOONzero-shot=true2025.1135.1868.0680.78
MOONzero-shot=true2025.1132.1868.7878.11
GMEzero-shot=true2025.1131.5164.5773.9
FashionCLIPzero-shot=true2025.1128.5359.8669.13
MM-Embedzero-shot=true2025.1128.4558.0166.67
Our MOON2.0zero-shot=true2025.1127.3456.863.09
GMEzero-shot=true2025.1127.255.9364.41
FashionCLIPzero-shot=true2025.1126.55969.2
CASLIE-Szero-shot=true2025.1126.3256.1665.59
CASLIE-Szero-shot=true2025.1125.7356.967.02
Our MOON2.0zero-shot=true2025.1125.0561.9973.12
BGE-VL-Largezero-shot=true2025.1124.852.1263.33
BGE-VL-Largezero-shot=true2025.1124.4857.0764.84
SigLIP2zero-shot=true2025.1123.5854.6865.86
GMEzero-shot=true2025.1123.4854.0164.98
MM-Embedzero-shot=true2025.1121.7744.5252.83
Our MOON2.0zero-shot=true2025.1120.4752.5964.91
Qwen2.5-VL-3Bzero-shot=true2025.1118.540.5748.77
SigLIP2zero-shot=true2025.111842.1352.17
MOONzero-shot=true2025.1117.7935.5644.02
MOONzero-shot=true2025.1116.9436.5443.24
GMEzero-shot=true2025.1114.333.3841.77
MM-Embedzero-shot=true2025.1114.1634.7344.48
Qwen2.5-VL-3Bzero-shot=true2025.1113.0429.3736.55
MOONzero-shot=true2025.1112.5626.6936.65
GMEzero-shot=true2025.1111.8629.6238.26
BGE-VL-Largezero-shot=true2025.119.322.5730.24
MM-Embedzero-shot=true2025.118.7723.431.56
BGE-VL-Largezero-shot=true2025.118.5324.5432.22
MM-Embedzero-shot=true2025.118.4123.4930.11
BGE-VL-Largezero-shot=true2025.118.3415.7618.92
SigLIP2zero-shot=true2025.118.3421.5428.64
FashionCLIPzero-shot=true2025.118.2222.6728.89
CASLIE-Szero-shot=true2025.118.1620.8128.16
FashionCLIPzero-shot=true2025.117.418.6725.09
CASLIE-Szero-shot=true2025.117.1617.0827.15
SigLIP2zero-shot=true2025.117.0820.5328.1
SigLIP2zero-shot=true2025.114.9412.0516.23
InternVL3-2Bzero-shot=true2025.114.7610.3813.45
FashionCLIPzero-shot=true2025.114.029.7312.95
CASLIE-Szero-shot=true2025.113.949.813.56
InternVL3-2Bzero-shot=true2025.112.586.238.63
Qwen2.5-VL-3Bzero-shot=true2025.111.815.137.58
Qwen2.5-VL-3Bzero-shot=true2025.111.193.515.42
Qwen2.5-VL-3Bzero-shot=true2025.110.822.814.35
InternVL3-2Bzero-shot=true2025.110.180.310.76
InternVL3-2Bzero-shot=true2025.110.150.290.64
InternVL3-2Bzero-shot=true2025.110.110.370.61