Text-to-Image Demographic Representation Alignment on Occupational Prompts Low-Status
0.0002Alignment Error (Variance)Target-Based Prompting
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Target-Based PromptingModel=DALL-E 2, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.0002 | 82.1 | |
| Target-Based PromptingModel=SD 1.5, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.003 | 83.9 | |
| Target-Based PromptingModel=SDXL Turbo, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.007 | 62.6 | |
| Baseline PromptingModel=SDXL Turbo, Prompting Strategy=Standard2026.04 | 0.019 | — | |
| Baseline PromptingModel=SD 1.5, Prompting Strategy=Standard2026.04 | 0.02 | — | |
| Baseline PromptingModel=DALL-E 2, Prompting Strategy=Standard2026.04 | 0.024 | — | |
| Target-Based PromptingModel=SD Realistic Vision v5.1, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.039 | 55.2 | |
| Target-Based PromptingTarget setting=Uniform2026.04 | 0.039 | — | |
| Baseline PromptingModel=SD Realistic Vision v5.1, Prompting Strategy=Standard2026.04 | 0.087 | — | |
| BaselineTarget setting=Uniform2026.04 | 0.087 | — | |
| Fair DiffusionTarget setting=Uniform2026.04 | 0.17 | — | |
| ITI-GENTarget setting=Uniform2026.04 | 0.388 | — | |
| EntiGenTarget setting=Uniform2026.04 | 0.535 | — |