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ResearchFormerly WizWand

Bias Mitigation for Stereotype Queries on UTKFACE Gender

0.004KL DivergenceBEND-VLM
-0.008760.077370.16350.24963Nov 7, 2024Jan 28, 2025Apr 21, 2025Jul 13, 2025Oct 4, 2025Dec 26, 2025Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
BEND-VLMBackbone=CLIP-VIT-L-P142024.110.0040.067
BEND-VLMBackbone=CLIP-VIT-B-P162024.110.0080.097
BENDVLMBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0080.093
BENDSEMbiBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0090.102
BENDSEMbiBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0120.126
BENDVLMBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0130.123
ZSDEBIASBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0220.164
Baseline CLIPBackbone=CLIP-VIT-L-P142024.110.0290.166
Orth-Cal.Backbone=CLIP-VIT-L-P142024.110.030.166
ZSDEBIASBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0360.183
SEMiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.0410.214
Orth-Proj.Backbone=CLIP-VIT-L-P142024.110.0430.2
SEMbiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.0690.245
SEMbBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.070.245
SEMbBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0770.283
SEMbiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.0810.281
ORTH-CALIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.0860.257
PRISMBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.0880.265
DebiasCLIPBackbone=CLIP-VIT-B-P162024.110.0910.263
SEMiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.1110.383
ORTH-PROJBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.1170.312
PRISM-MINIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.1170.311
Baseline CLIPBackbone=CLIP-VIT-B-P162024.110.120.308
PRISMBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.1270.314
BASE CLIPBackbone=ResNet-101, Zero-shot=true2026.030.1360.333
BASE CLIPBackbone=ResNet-50, Zero-shot=true2026.030.1530.34
ORTH-PROJBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.1630.36
PRISM-MINIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.1680.363
Orth-Proj.Backbone=CLIP-VIT-B-P162024.110.1910.384
ORTH-CALIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.2040.397
Orth-Cal.Backbone=CLIP-VIT-B-P162024.110.2540.447
ROBOSHOTBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.2580.414
ROBOSHOTBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.3230.492