StylisticBias - Ethnicity Disparity: leaderboard
Metric: Variation strength (0-0.5; between-group dispersion of the favourable-choice rate across Asian, African, European, Middle Eastern and Latino faces, averaged over 25 binary social-judgment scenarios on the unmodified base portraits; lower means judgments depend less on ethnicity). Source: arxiv.org. Saturation forecast: Around March 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 8B Instruct | 0.03 |
| 2 | InternVL3-14B | 0.03 |
| 3 | gemma-4-E4B-it | 0.04 |
| 4 | Pixtral-12B | 0.05 |
| 5 | Gemma 3 12B (IT) | 0.05 |
Interactive version: theaggregate.ai/benchmark?slug=stylisticbias-ethnicity-disparity · How It Works · Data refreshed daily, snapshot 2026-09-26.