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ResearchFormerly WizWand

Vision-language alignment on CIFAR-100

88AccuracyGADL
-3.176820.494144.16567.8359Sep 11, 2025
Updated 4mo ago

Evaluation results

MethodLinks
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16@384, Language Model=All-Roberta-large-v12025.0988
GADLVision Family=CLIP, Vision Backbone=ViT-L/14, Language Model=All-Roberta-large-v12025.0985.67
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16, Language Model=All-Roberta-large-v12025.0984
GADLVision Family=CLIP, Vision Backbone=ViT-L/14@336, Language Model=All-Roberta-large-v12025.0981
GADLVision Family=CLIP, Vision Backbone=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0979.67
GADLVision Family=DINOv2, Vision Backbone=ViT-L/14, Language Model=all-mpnet-base-v22025.0979.67
GADLVision Family=CLIP, Vision Backbone=RN50x64, Language Model=All-Roberta-large-v12025.0976.33
GADLVision Family=DINOv2, Vision Backbone=ViT-G/14, Language Model=all-mpnet-base-v22025.0967.67
GADLVision Family=CLIP, Vision Backbone=RN50x16, Language Model=All-Roberta-large-v12025.0967
GADLVision Family=DINOv2, Vision Backbone=ViT-L/14, Language Model=All-Roberta-large-v12025.0960.67
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16d, Language Model=All-Roberta-large-v12025.0958.67
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16d, Language Model=all-mpnet-base-v22025.0958.33
GADLVision Family=DINOv2, Vision Backbone=ViT-S/14, Language Model=All-Roberta-large-v12025.0958.33
GADLVision Family=DINOv2, Vision Backbone=ViT-G/14, Language Model=All-Roberta-large-v12025.0958.33
GADLVision Family=DINOv2, Vision Backbone=ViT-B/14, Language Model=All-Roberta-large-v12025.0955
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16@384, Language Model=all-mpnet-base-v22025.0954.67
GADLVision Family=DINOv2, Vision Backbone=ViT-S/14, Language Model=all-mpnet-base-v22025.0948.67
GADLVision Family=CLIP, Vision Backbone=RN50x64, Language Model=all-mpnet-base-v22025.0948.33
GADLVision Family=DINOv2, Vision Backbone=ViT-B/14, Language Model=all-mpnet-base-v22025.0948.33
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0947.33
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16, Language Model=all-mpnet-base-v22025.0947
GADLVision Family=CLIP, Vision Backbone=RN50x16, Language Model=all-mpnet-base-v22025.0946.67
GADLVision Family=CLIP, Vision Backbone=ViT-L/14, Language Model=all-mpnet-base-v22025.0946
GADLVision Family=DeiT, Vision Backbone=DeiT-B/16d@384, Language Model=All-Roberta-large-v12025.0942.67
LocalCKAVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0924
LocalCKAVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0923.33
GADLVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.0920.8
GADLVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.0919.6
GADLVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.0916.8
GADLVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0914.2
LocalCKAVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.0913.67
GADLVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.0913.4
GADLVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0910.8
LocalCKAVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.0910.33
Hahn-GrantVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.095.33
LocalCKAVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.094.67
FAQVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.094.33
FAQVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.094.33
LocalCKAVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.094
Hahn-GrantVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.094
GurobiVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.093.67
GurobiVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.093.44
FAQVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.093.33
GurobiVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.093.11
Hahn-GrantVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.093
FAQVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.092.67
MPOptVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.092.67
GurobiVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.092.56
FAQVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.092.33
Hahn-GrantVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.092.33
OTVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.092.33
GurobiVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.092.11
Hahn-GrantVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.092
GurobiVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.091.78
MPOptVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.091.67
OTVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-roberta-large-v12025.091.67
OTVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.091.67
Hahn-GrantVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.091.33
FAQVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.091.33
MPOptVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.091.33
OTVision Model=CLIP, Vision Model Architecture=ViT-L/14@336, Language Model=all-mpnet-base-v22025.091
OTVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-mpnet-base-v22025.091
OTVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.091
MPOptVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-roberta-large-v12025.090.67
MPOptVision Model=DeiT, Vision Model Architecture=DeiT-B/16d@384, Language Model=all-mpnet-base-v22025.090.33
MPOptVision Model=DINOv2, Vision Model Architecture=ViT-G/14, Language Model=all-roberta-large-v12025.090.33