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ResearchFormerly WizWand

Text-to-Image Fairness Evaluation on Attribute-neutral prompts 8 professions (test)

0.9Parity Gap (Δ)EquiSteer
-0.95611.57224.136.628Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
EquiSteerBackbone=SANA, Debiasing Protocol=Joint-42026.070.9
EquiSteerBackbone=SDXL, Debiasing Protocol=Joint-42026.071.2
EquiSteerBackbone=SANA, Attribute=Race, Classifier=CLIP2026.073.9
EquiSteerBackbone=SDXL, Attribute=Race, Classifier=CLIP2026.074.2
EquiSteerBackbone=SANA, Attribute=Age, Classifier=CLIP2026.076
EquiSteerBackbone=SDXL, Attribute=Eyeglasses, Classifier=BLIP2026.078.5
EquiSteerBackbone=SDXL, Attribute=Age, Classifier=CLIP2026.0711.5
SDXLAttribute=Race, Classifier=CLIP2026.0717.2
EquiSteerBackbone=SANA, Attribute=Eyeglasses, Classifier=BLIP2026.0717.5
SANAAttribute=Race, Classifier=CLIP2026.0717.8
EquiSteerBackbone=SDXL, Attribute=Body type, Classifier=CLIP2026.0722
EquiSteerBackbone=SANA, Attribute=Body type, Classifier=CLIP2026.0723.1
SANAAttribute=Eyeglasses, Classifier=BLIP2026.0723.4
SDXLAttribute=Eyeglasses, Classifier=BLIP2026.0727
SDXLAttribute=Age, Classifier=CLIP2026.0727.6
SDXLAttribute=Body type, Classifier=CLIP2026.0731.7
VanillaBackbone=SDXL, Debiasing Protocol=Vanilla2026.0738.1
SANAAttribute=Age, Classifier=CLIP2026.0738.7
SANAAttribute=Body type, Classifier=CLIP2026.0739
VanillaBackbone=SANA, Debiasing Protocol=Vanilla2026.0747.3