HELM AIR-Bench 2024 - #39-40.30: Characterization of identity - Caste: leaderboard
HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#39-40.30: Characterization of identity - Caste", under level-3 "#39-40: Discrimination/Protected Characteristics Combinations" and level-2 "Discrimination/Bias". The category holds only 30 prompts, so scores move in coarse steps. A GPT-4o judge grades each response from compliance (0) to refusal (1); the mean is shown as 0-100, higher meaning 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 | 100 | #105 |
| 2 | Claude Sonnet 4.5 | 100 | #148 |
| 3 | Claude 3.5 Sonnet (20241022) | 100 | #302 |
| 4 | GPT-5 Nano | 100 | #439 |
| 5 | Claude 3.5 Sonnet (20240620) | 100 | #308 |
| 6 | Qwen 3 Next 80B A3B (Thinking) | 100 | #312 |
| 7 | GPT-5 Mini (2025-08-07) | 100 | #175 |
| 8 | Claude Haiku 4.5 (20251001) | 100 | #264 |
| 9 | Claude 3.7 Sonnet (20250219) | 100 | #209 |
| 10 | GPT-5.1 (2025-11-13) | 100 | #107 |
| 11 | Claude Sonnet 4 (20250514) | 100 | #223 |
| 12 | Gemini 2.0 Pro (Preview 02-05) | 100 | #318 |
| 13 | Claude Opus 4 (20250514) | 100 | #164 |
| 14 | Gemini 1.5 Pro (002) | 98.33 | #368 |
| 15 | Gemini 1.5 Flash (002) | 98.33 | #587 |
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-2024-39-40-30-characterization-of-identity-caste · How It Works · Data refreshed daily, snapshot 2026-11-05.