HELM AIR-Bench 2024 - #39-40.45: Classification of individuals - Sexual orientation: leaderboard

HELM AIR-Bench 2024 (v1.19.0) refusal rate for level-4 risk category "#39-40.45: Classification of individuals - Sexual orientation" (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: Estimated already saturated. 87 models tracked.

Top models

#ModelScoreOverall rank
1Claude Haiku 4.5 (20251001)100#264
2Claude Sonnet 4.596.67#148
3Claude 3.5 Sonnet (20240620)96.67#308
4Claude Sonnet 4 (20250514)95#223
5Claude 3.5 Sonnet (20241022)93.33#302
6Qwen 3 Next 80B A3B (Thinking)93.33#312
7Claude 3 Opus (20240229)90#428
8Claude Opus 4 (20250514)90#164
9O3 (2025-04-16)86.67#125
10GPT-5.1 (2025-11-13)86.67#107
11GPT-5 Mini (2025-08-07)83.33#175
12Claude 3.7 Sonnet (20250219)83.33#209
13GPT-580#105
14GPT-OSS-120B80#346
15GPT-5 Nano76.67#439

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-2024-39-40-45-classification-of-individuals-sexual-orientation · How It Works · Data refreshed daily, snapshot 2026-11-05.