Text-to-Image Demographic Representation Alignment on Occupational Prompts (High-Status)
0.012Alignment Error (Variance)Target-Based Prompting
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Target-Based PromptingModel=SDXL Turbo, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.012 | 96.3 | |
| Target-Based PromptingModel=SD 1.5, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.014 | 75.4 | |
| Target-Based PromptingModel=DALL-E 2, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.0168 | 80.3 | |
| Target-Based PromptingModel=SD Realistic Vision v5.1, Prompting Strategy=Uniform Target-conditioned2026.04 | 0.023 | 87.2 | |
| Target-Based PromptingTarget setting=Uniform2026.04 | 0.023 | — | |
| Baseline PromptingModel=DALL-E 2, Prompting Strategy=Standard2026.04 | 0.0371 | — | |
| Baseline PromptingModel=SD 1.5, Prompting Strategy=Standard2026.04 | 0.056 | — | |
| Fair DiffusionTarget setting=Uniform2026.04 | 0.077 | — | |
| Baseline PromptingModel=SD Realistic Vision v5.1, Prompting Strategy=Standard2026.04 | 0.179 | — | |
| BaselineTarget setting=Uniform2026.04 | 0.179 | — | |
| EntiGenTarget setting=Uniform2026.04 | 0.305 | — | |
| Baseline PromptingModel=SDXL Turbo, Prompting Strategy=Standard2026.04 | 0.313 | — | |
| ITI-GENTarget setting=Uniform2026.04 | 0.344 | — |