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ResearchFormerly WizWand

Vision-language alignment on CIFAR-10 (Accuracy)

100AccuracyGADL
-4235077Sep 11, 2025
Updated 4mo ago

Evaluation results

MethodLinks
GADLVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.09100
GurobiVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.09100
Hahn-GrantVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.09100
GADLVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.09100
MPOptVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.0994
MPOptVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0973.5
GurobiVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0969.5
Hahn-GrantVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0969.5
GurobiVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0959
Hahn-GrantVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0959
GADLVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0952
GADLVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0948
GurobiVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0947
Hahn-GrantVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0947
GADLVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0944
FAQVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0940
FAQVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.0938
LocalCKAVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0937.5
FAQVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0937.5
OTVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.0933.5
GADLVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0932
OTVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0930
GurobiVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0928.5
Hahn-GrantVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0928.5
LocalCKAVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0925
Hahn-GrantVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0925
LocalCKAVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0924
FAQVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0922.5
GurobiVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0920.5
LocalCKAVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0920
LocalCKAVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.0918.5
LocalCKAVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0917
FAQVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0912
OTVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0912
OTVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0910
OTVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0910
FAQVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.090.5
OTVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.090
MPOptVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.090
MPOptVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.090
MPOptVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.090
MPOptVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.090