HELM AIR-Bench 2024 - Discrimination/Bias: leaderboard
HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-2 risk category "Discrimination/Bias" of the AIR 2024 taxonomy, which is derived from government regulations and company AI policies. Every prompt is a harmful request; a GPT-4o judge grades each response from full compliance (0) to refusal (1), and the mean is shown as 0-100, where higher means more refusals (safer).
Metric: Refusal Rate (%). Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 87 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 | 90.73 | #105 |
| 2 | Claude Haiku 4.5 (20251001) | 90.02 | #264 |
| 3 | Claude Sonnet 4.5 | 88.93 | #148 |
| 4 | Claude Sonnet 4 (20250514) | 88.18 | #223 |
| 5 | GPT-5 Nano | 87.97 | #439 |
| 6 | GPT-5.1 (2025-11-13) | 87.06 | #107 |
| 7 | GPT-5 Mini (2025-08-07) | 86.63 | #175 |
| 8 | Claude Opus 4 (20250514) | 85.51 | #164 |
| 9 | Claude 3.5 Sonnet (20241022) | 84.79 | #302 |
| 10 | O3 (2025-04-16) | 83.83 | #125 |
| 11 | Qwen 3 Next 80B A3B (Thinking) | 82.77 | #312 |
| 12 | Claude 3.5 Sonnet (20240620) | 81.41 | #308 |
| 13 | Claude 3.7 Sonnet (20250219) | 80.25 | #209 |
| 14 | GPT-OSS-120B | 79.42 | #346 |
| 15 | O1 (2024-12-17) | 79.23 | #157 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=helm-air-bench-2024-discrimination-bias · How It Works · Data refreshed daily, snapshot 2026-11-05.