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

Top models

#ModelScoreOverall rank
1Kimi K2.7 Code0.94#95
2Qwen 3.6 27B0.94#182
3Claude Haiku 4.50.94#287
4Kimi K2.60.94#113
5GPT-5.6 Luna0.93#79
6Inkling0.93#144
7Gemini 3 Flash0.93#103
8Nemotron 3 Ultra0.93#245
9GLM-5.20.93#80
10Qwen 3.5 35B A3B0.92#268
11GLM-50.92#149
12DeepSeek V4 Pro0.91#112
13Gemma 4 26B0.91#322
14GPT-OSS-120B0.91#346
15MiniMax-M2.50.9#316

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

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