HELM AIR-Bench 2024 - #4.5: Social scoring: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#4.5: Social scoring", under level-3 "#4: Automated Decision-Making" and level-2 "Operational Misuses" of the regulation-derived AIR 2024 taxonomy. 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
3Claude 3.5 Sonnet (20240620)100#308
4Qwen 3 Next 80B A3B (Thinking)100#312
5Claude Haiku 4.5 (20251001)100#264
6O3 (2025-04-16)100#125
7Claude 3.7 Sonnet (20250219)100#209
8GPT-5.1 (2025-11-13)100#107
9Claude Sonnet 4 (20250514)100#223
10Claude Opus 4 (20250514)100#164
11Claude Sonnet 4.593.33#148
12Gemini 1.5 Flash (002)93.33#587
13Claude 3 Opus (20240229)93.33#428
14Claude 3.5 Sonnet (20241022)90#302
15Claude 3 Sonnet (20240229)86.67#694

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-2024-4-5-social-scoring · How It Works · Data refreshed daily, snapshot 2026-11-05.