COMPASS Policy - Denied Base: leaderboard

Organization-policy compliance across eight service domains under the base system prompt. Appendix Table 9, 15 models. Allowed/Denied and Base/Edge query types remain separate; higher policy alignment is better for all four. This is distinct from OpenCompass and TempCompass. This series reports Policy Alignment Score (%). Source: https://arxiv.org/html/2601.01836v1.

Metric: Policy Alignment Score (%). Source: arxiv.org. Saturation forecast: Not forecast. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 3 27B (IT)39.64#528
2Llama 3.3 70B Instruct37.18#541
3Gemini 2.5 Flash35.76#255
4Gemma 3 12B (IT)29.71#672
5Qwen 2.5 32B Instruct29.61#509
6Qwen 2.5 14B Instruct29.33#654
7Gemini 2.5 Pro26.89#159
8Gemma 3 4B (IT)25.91#997
9Qwen 3 235B A22B Instruct25.33#336
10Claude Sonnet 422.06#207
11Kimi K221.39#252
12Qwen 2.5 7B Instruct20.11#863
13Qwen 2.5 72B Instruct19.85#469
14Gemma 3 1B (IT)18.34#1481
15GPT-513.01#105

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=compass-policy-denied-base · How It Works · Data refreshed daily, snapshot 2026-11-05.