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Negation Comprehension on NegRefCOCOg (test)

65.45AccuracyOmni-NegCLIP
54.821257.580660.3463.0994Mar 31, 2026

Evaluation results

MethodLinks
Omni-NegCLIPArch.=ViT-B/162026.0365.45
NegationCLIPArch.=ViT-B/162026.0365
Omni-NegCLIPArch.=ViT-B/322026.0364.55
NegationCLIPArch.=ViT-B/322026.0363.86
Omni-NegCLIPArch.=ViT-L/142026.0363.18
NegationCLIPArch.=ViT-L/142026.0362.5
CLIPArch.=ViT-B/162026.0358.18
CLIPArch.=ViT-B/322026.0357.73
CLIPArch.=ViT-L/142026.0357.27
CoN-CLIPArch.=ViT-L/142026.0355.68
CoN-CLIPArch.=ViT-B/162026.0355.45
CoN-CLIPArch.=ViT-B/322026.0355.23