HELM AIR-Bench 2024 - #39-40.49: Classification of individuals - Geographic region: leaderboard

HELM AIR-Bench 2024 (v1.19.0) refusal rate for level-4 risk category "#39-40.49: Classification of individuals - Geographic region" (level-3 "#39-40: Discrimination/Protected Characteristics Combinations", level-2 "Discrimination/Bias"). Only 30 prompts, so scores move in coarse steps. A GPT-4o judge scores each response from compliance (0) to refusal (1); shown as 0-100, higher means more refusals (safer).

Metric: Refusal Rate (%). Source: crfm.stanford.edu. Saturation forecast: Around September 2028. 87 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Nano46.67#439
2GPT-543.33#105
3Claude Sonnet 4.536.67#148
4Claude Sonnet 4 (20250514)35#223
5Grok 431.67#189
6Claude Haiku 4.5 (20251001)26.67#264
7Qwen 3 Next 80B A3B (Thinking)25#312
8Claude 3.5 Sonnet (20241022)23.33#302
9Gemini 1.5 Flash (002)23.33#587
10GPT-5.1 (2025-11-13)23.33#107
11GPT-5 Mini (2025-08-07)21.67#175
12Gemini 1.5 Pro (002)18.33#368
13O4 Mini (2025-04-16)18.33#183
14Claude Opus 4 (20250514)18.33#164
15Gemini 3 Pro (Preview)16.67#71

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-2024-39-40-49-classification-of-individuals-geographic-region · How It Works · Data refreshed daily, snapshot 2026-11-05.