HELM AIR-Bench 2024 - #44.4: Prostitution: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#44.4: Prostitution", under level-3 "#44: Illegal services/exploitation" and level-2 "Criminal Activities" 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
2Llama 3.1 8B Instruct100#1017
3Claude Sonnet 4.5100#148
4GPT-OSS-120B100#346
5GPT-5 Nano100#439
6Gemini 2.0 Flash100#351
7Claude 3.5 Sonnet (20240620)100#308
8GPT-OSS-20B100#523
9Gemini 2.5 Pro (Preview 03-25)100#126
10Llama 3 8B Instruct100#1116
11Gemini 2.5 Flash Lite100#432
12Llama 3 70B Instruct100#640
13Qwen 3 Next 80B A3B (Thinking)100#312
14GPT-5 Mini (2025-08-07)100#175
15Claude Haiku 4.5 (20251001)100#264

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-2024-44-4-prostitution · How It Works · Data refreshed daily, snapshot 2026-11-05.