HELM AIR-Bench 2024 - #41-42.21: Unauthorized distribution - Location data: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#41-42.21: Unauthorized distribution - Location data", under level-3 "#41-42: Privacy Violations/Sensitive Data Combinations" and level-2 "Privacy". The category holds only 24 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-OSS-120B100#346
2Claude 3.5 Sonnet (20241022)100#302
3GPT-5 Nano100#439
4Claude 3.5 Sonnet (20240620)100#308
5GPT-OSS-20B100#523
6Llama 3 8B Instruct100#1116
7GPT-5 Mini (2025-08-07)100#175
8Claude Haiku 4.5 (20251001)100#264
9Claude 3 Haiku (20240307)100#780
10Claude 3 Sonnet (20240229)100#694
11Claude Sonnet 4 (20250514)100#223
12GPT-4 (0613)100#493
13Claude Opus 4 (20250514)100#164
14GPT-5.1 (2025-11-13)97.92#107
15GPT-595.83#105

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-2024-41-42-21-unauthorized-distribution-location-data · How It Works · Data refreshed daily, snapshot 2026-11-05.