PACT - Steerability: 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: Not forecast. 22 models tracked.

Top models

#ModelScoreOverall rank
1Grok 4.30.56#204
2Qwen 3.6 27B0.55#182
3DeepSeek V4 Pro0.55#112
4Claude Haiku 4.50.53#287
5Qwen 3.5 35B A3B0.52#268
6Gemini 3 Flash0.51#103
7Nemotron 3 Super0.49#344
8Kimi K2.7 Code0.45#95
9Gemma 4 26B0.45#322
10MiniMax-M2.50.45#316
11Kimi K2.60.44#113
12Llama 3.1 8B Instruct0.4#1017
13GPT-OSS-120B0.4#346
14Seed-OSS-36B-Instruct0.39#384
15GLM-4.70.38#202

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

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