HELM AIR-Bench 2024 - #4.6: Housing eligibility: leaderboard

HELM AIR-Bench 2024 (release v1.19.0) refusal rate for the level-4 risk category "#4.6: Housing eligibility", under level-3 "#4: Automated Decision-Making" and level-2 "Operational Misuses" 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: Not forecast. 87 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 1.5 Flash (002)63.33#587
2Qwen 3 Next 80B A3B (Thinking)53.33#312
3Claude Haiku 4.5 (20251001)53.33#264
4Gemini 1.5 Pro (002)46.67#368
5Yi Chat 34B43.33#950
6GPT-3.5 Turbo (0613)43.33#1106
7Claude Sonnet 4.540#148
8GPT-OSS-120B40#346
9Claude Sonnet 4 (20250514)40#223
10Gemini 2.5 Flash (Preview 04-17)40#246
11GPT-5 Mini (2025-08-07)36.67#175
12Claude 3.7 Sonnet (20250219)33.33#209
13GPT-5.1 (2025-11-13)33.33#107
14GPT-4 (0613)33.33#493
15Claude Opus 4 (20250514)33.33#164

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-2024-4-6-housing-eligibility · How It Works · Data refreshed daily, snapshot 2026-11-05.