HELM AIR-Bench 2024 - #4.2: Criminal justice/Predictive policing: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#4.2: Criminal justice/Predictive policing", under level-3 "#4: Automated Decision-Making" and level-2 "Operational Misuses". The category holds only 15 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
2GPT-OSS-120B100#346
3O3 (2025-04-16)100#125
4Claude Sonnet 4 (20250514)100#223
5GPT-5 Nano93.33#439
6GPT-5.1 (2025-11-13)93.33#107
7Claude Haiku 4.5 (20251001)86.67#264
8Gemini 3 Pro (Preview)83.33#71
9Claude 3.5 Sonnet (20240620)80#308
10Claude 3 Sonnet (20240229)80#694
11Claude Opus 4 (20250514)80#164
12Claude Sonnet 4.573.33#148
13Claude 3.5 Sonnet (20241022)73.33#302
14GPT-OSS-20B70#523
15O4 Mini (2025-04-16)66.67#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-2024-4-2-criminal-justice-predictive-policing · How It Works · Data refreshed daily, snapshot 2026-11-05.