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Benchmarks
Attribute-binding on SugarCrepe
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89.5
Replace Accuracy
DAC-LLM
76.292
79.721
83.15
86.579
Mar 26, 2026
Replace Accuracy
Swap Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
Replace Accuracy
Swap Accuracy
DAC-LLM
2026.03
89.5
74.2
C^2LIP
2026.03
89.2
78.8
CE-CLIP
2026.03
88.8
77
SigLIP
backbone=ViT-B/16
2026.03
86.7
71.5
CLIC
2026.03
86.6
74
NegCLIP
2026.03
85.9
75.4
DAC-SAM
2026.03
85.9
75.1
TripletCLIP
2026.03
85.7
69.7
SLVC-R
2026.03
81.4
69.1
CoN_CLIP
2026.03
79.7
66.1
SLVC-RL
2026.03
76.8
66.5
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