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Negation Understanding on CC-Neg (val)

99.7AccuracyCoN-CLIP
61.147271.156181.16591.1739Feb 24, 2026

Evaluation results

MethodLinks
CoN-CLIPTraining Set=CC-Neg, Training Size (Images/Captions)=188K/376K2026.0299.7
CLIPGlassesTraining Set=CC-Neg, Training Size (Images/Captions)=188K/376K2026.0296.56
CLIPGlassesTraining Set=Neg-COCO-R, Training Size (Images/Captions)=5K/22K2026.0293.36
CoN-CLIPTraining Set=Neg-COCO-R, Training Size (Images/Captions)=5K/22K2026.0265.91
NegCLIPTraining Set=COCO-caption, Training Size (Images/Captions)=82K/31K2026.0262.63