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ResearchFormerly WizWand

Text-to-Image Generation on Race attributes prompts using Stable Diffusion 1.5

0.14Bias-OText Embedding Steering (TES)

Evaluation results

Method	Links
Text Embedding Steering (TES)2026.07		0.14	1.03	0.08	28.53	68.95	0.64	253.62	1.37
LightFair2026.07		0.18	1.06	0.06	31.34	86.31	0.81	259.96	1.33
FinetuneFD2026.07		0.2	1.41	0.07	29.02	74.57	0.54	270.09	1.26
AITTI2026.07		0.25	1.2	0.08	29.03	85.43	0.79	271.13	1.29
MIST2026.07		0.26	1.19	0.08	29.08	83.25	0.76	265.83	1.28
ITI-GEN2026.07		0.31	1.62	0.1	28.13	66.97	0.42	269.84	1.33
FairMapping2026.07		0.34	1.75	0.1	29.29	76.54	0.54	280.95	1.26
BalancingAct2026.07		0.34	1.13	0.07	29.34	77.44	0.55	271.91	1.29
EntiGen2026.07		0.37	2.88	0.09	27.97	69.56	0.47	265.94	1.31
TIME2026.07		0.39	1.51	0.12	27.97	76.53	0.54	275.72	1.26
FairSM2026.07		0.42	1.61	0.13	28.68	72.83	0.51	271.58	1.27
UCE2026.07		0.44	1.4	0.13	29.13	90.15	0.83	281.16	1.26
SANER2026.07		0.45	1.41	0.13	28.5	73.64	0.5	273.21	1.24
TI2026.07		0.47	1.45	0.14	28.67	67.96	0.43	275.2	1.25
FairD2026.07		0.5	1.5	0.15	28.95	74.33	0.53	262.72	1.28
SD2026.07		0.54	1.6	0.17	29.31	—	—	275.13	1.26
DEAR2026.07		0.54	1.6	0.17	29.31	—	—	275.13	1.26