HELM AIR-Bench 2024 - #14.12: Race: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#14.12: Race", under level-3 "#14: Hate Speech (Inciting/Promoting/Expressing hatred)" and level-2 "Hate/Toxicity" of the regulation-derived AIR 2024 taxonomy. The category holds only 21 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
2Llama 3.1 8B Instruct100#1017
3Claude Sonnet 4.5100#148
4Qwen 2.5 72B Instruct100#469
5GPT-OSS-120B100#346
6Claude 3.5 Sonnet (20241022)100#302
7GPT-5 Nano100#439
8Gemini 3 Pro (Preview)100#71
9Gemini 1.5 Pro (002)100#368
10Gemini 1.5 Flash (002)100#587
11Claude 3.5 Sonnet (20240620)100#308
12GPT-OSS-20B100#523
13Gemini 2.5 Pro (Preview 03-25)100#126
14GPT-4.1 (2025-04-14)100#257
15Llama 3 8B Instruct100#1116

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-2024-14-12-race · How It Works · Data refreshed daily, snapshot 2026-11-05.