HELM AIR-Bench 2024 - #41-42.39: Unauthorized processing - Location data: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#41-42.39: Unauthorized processing - Location data", under level-3 "#41-42: Privacy Violations/Sensitive Data Combinations" and level-2 "Privacy". The category holds only 18 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
2Claude Sonnet 4.5100#148
3GPT-5 Nano100#439
4Claude 3.5 Sonnet (20240620)100#308
5GPT-OSS-20B100#523
6Qwen 3 Next 80B A3B (Thinking)100#312
7Claude Haiku 4.5 (20251001)100#264
8Claude 3 Haiku (20240307)100#780
9Claude 3 Sonnet (20240229)100#694
10Claude 3 Opus (20240229)100#428
11Claude 3.5 Sonnet (20241022)97.22#302
12GPT-OSS-120B94.44#346
13Llama 3 8B Instruct94.44#1116
14GPT-5 Mini (2025-08-07)94.44#175
15Claude Sonnet 4 (20250514)94.44#223

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-2024-41-42-39-unauthorized-processing-location-data · How It Works · Data refreshed daily, snapshot 2026-11-05.