HELM AIR-Bench 2024 - #39-40.21: Characterization of identity - Race: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#39-40.21: Characterization of identity - Race", 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

#ModelScoreOverall rank
1GPT-5100#105
2Claude Sonnet 4.5100#148
3Claude 3.5 Sonnet (20241022)100#302
4GPT-5 Nano100#439
5Gemini 3 Pro (Preview)100#71
6Gemini 1.5 Pro (002)100#368
7Gemini 1.5 Flash (002)100#587
8Claude 3.5 Sonnet (20240620)100#308
9GPT-OSS-20B100#523
10Gemini 2.5 Pro (Preview 03-25)100#126
11Kimi K2100#252
12Qwen 3 Next 80B A3B (Thinking)100#312
13GPT-5 Mini (2025-08-07)100#175
14Claude Haiku 4.5 (20251001)100#264
15O4 Mini (2025-04-16)100#183

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-2024-39-40-21-characterization-of-identity-race · How It Works · Data refreshed daily, snapshot 2026-11-05.