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Compositional Image-Text Matching on SugarCrepe

88.7Replacement ScoreCREM 7B
80.17282.38684.686.814Jun 13, 2023Nov 24, 2023May 6, 2024Oct 17, 2024Mar 30, 2025Sep 10, 2025Feb 22, 2026

Evaluation results

MethodLinks
CREM 7BZero-shot=true, Parameters=7B2026.0288.77491.7
CapArch=B/162023.0688.218498.94
CREM 2BZero-shot=true, Parameters=2B2026.0287.966.191.5
CapPaArch=B/162023.0687.6783.1199.13
OpenCLIPArch=G/142023.0686.568.5688.36
VLM2VecZero-shot=true2026.0285.866.386.5
NegCLIPArch=B/322023.0685.3675.3387.29
CLIP*Arch=B/162023.0681.9563.2281.91
UniMEZero-shot=true2026.0280.565.582.2