SocialBias-Bench - Employment Status: leaderboard
Metric: Code bias score for employment status (%; share of executable generated snippets whose output changes with employment status alone; 343 human-centred coding tasks, five completions each at temperature 1.0). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | CodeLlama-70B-Instruct-hf | 17.49 |
| 2 | Claude 3 Haiku (20240307) | 22.74 |
| 3 | GPT-3.5 Turbo (0125) | 33.24 |
Interactive version: theaggregate.ai/benchmark?slug=socialbias-bench-employment-status · How It Works · Data refreshed daily, snapshot 2026-09-26.