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ResearchFormerly WizWand

Image-Text Matching on Sugar-Crepe

93.5AccuracyLamRA
72.1877.71583.2588.785Dec 2, 2024Mar 5, 2025Jun 7, 2025Sep 9, 2025Dec 12, 2025Mar 16, 2026Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LamRAreranking=pointwise/listwise2024.1293.5
LamRAReranker=true2025.0793.5
U-MARVEL+Reranker=true2025.0793.4
ELVA-7BEvaluation Protocol=ITM2026.0691.1
U-MARVELReranker=false2025.0787.9
LamRA-Ret2024.1285.8
LamRA-RetReranker=false2025.0785.8
LamRA-Ret-7BEvaluation Protocol=ITM2026.0685.8
UniMEReranker=false2025.0785
E5-V2024.1284.7
E5-VReranker=false2025.0784.7
E5-VEvaluation Protocol=ITM2026.0684.7
EVA-CLIPparameters=18B2024.1283.1
EVA-CLIP-18BEvaluation Protocol=ITM2026.0683.1
EVA-CLIPparameters=8B2024.1281.7
EVA-CLIP-8BEvaluation Protocol=ITM2026.0681.7
Long-CLIP-L2024.1280.9
Long-CLIP-LEvaluation Protocol=ITM2026.0680.9
UniIR-CLIP2024.1280.3
UniIR-CLIP_SFReranker=false2025.0780.3
UniIR-CLIPEvaluation Protocol=ITM2026.0680.3
VLM2VecReranker=false2025.0779.5
MagicLens-L2024.1275.9
MagicLens-LReranker=false2025.0775.9
MagicLens-LEvaluation Protocol=ITM2026.0675.9
CLIP-L2024.1273
CLIP-LReranker=false2025.0773
CLIP-LEvaluation Protocol=ITM2026.0673