ICE-Guard - Authority: leaderboard
Share of decision pairs that flip when only a credential or prestige marker is swapped (for example a Harvard study versus a community college study) with identical evidence. Unlike the demographic slice, it measures deference to status rather than identity.
Metric: Decision flip rate under an irrelevant swap (%, lower is better). Source: arxiv.org. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-OSS-120B | 1 | #700 |
| 2 | Claude Opus 4.6 | 2 | #102 |
| 3 | GLM-5 | 3.4 | #260 |
| 4 | Gemini 3 Flash | 4 | #164 |
| 5 | Gemini 2.5 Pro | 6 | #266 |
| 6 | GPT-5.2 | 6 | #176 |
| 7 | Kimi K2.5 | 6.3 | #256 |
| 8 | DeepSeek V3.2 | 7 | #406 |
| 9 | Qwen 3 32B | 8 | #960 |
| 10 | Claude Sonnet 4.5 | 10 | #250 |
Interactive version: theaggregate.ai/benchmark?slug=ice-guard-authority · How It Works · Data refreshed daily, snapshot 2026-11-13.