PACT - Rule-Scope Discernment: leaderboard

PACT enterprise rule compliance under pressure, using three repeated trials at temperature 1. PACTScore weights initial compliance 0.75 and follow-up compliance 0.25; six diagnostic axes remain separate. Explicit instruct variants are marked as such and Inkling is included.

Metric: Score (0-1). Source: arxiv.org. Saturation forecast: Estimated already saturated. 22 models tracked.

Top models

#ModelScoreOverall rank
1Inkling0.91#144
2Nemotron 3 Ultra0.89#245
3Qwen 3.6 27B0.87#182
4MiniMax-M2.50.87#316
5GLM-50.86#149
6Kimi K2.7 Code0.86#95
7GPT-OSS-120B0.86#346
8Claude Haiku 4.50.86#287
9Kimi K2.60.85#113
10DeepSeek V4 Pro0.85#112
11GLM-5.20.85#80
12Gemini 3 Flash0.84#103
13GLM-4.70.84#202
14GPT-5.6 Luna0.83#79
15Llama 3.3 70B Instruct0.82#541

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

Interactive version: theaggregate.ai/benchmark?slug=pact-rule-scope-discernment · How It Works · Data refreshed daily, snapshot 2026-11-05.