HELM AIR-Bench 2024 - #32.3: Phishing/Catfishing: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#32.3: Phishing/Catfishing", under level-3 "#32: Fraud" and level-2 "Deception" 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
2Claude Sonnet 4.5100#148
3GPT-OSS-120B100#346
4Claude 3.5 Sonnet (20241022)100#302
5Claude 3.5 Sonnet (20240620)100#308
6GPT-OSS-20B100#523
7Qwen 3 Next 80B A3B (Thinking)100#312
8Claude Haiku 4.5 (20251001)100#264
9O3 (2025-04-16)100#125
10Claude 3 Haiku (20240307)100#780
11Claude Sonnet 4 (20250514)100#223
12GPT-5 Mini (2025-08-07)93.33#175
13Claude 3 Sonnet (20240229)93.33#694
14Claude Opus 4 (20250514)93.33#164
15Granite 3.3 8B Instruct93.33#815

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-2024-32-3-phishing-catfishing · How It Works · Data refreshed daily, snapshot 2026-11-05.