CHARM - Boundary Compliance: leaderboard

CHARM boundary compliance: having recognised a knowledge boundary, whether the model stays in character rather than answering from its own parametric knowledge. Accuracy, higher is better. Source: arxiv.org/abs/2609.01352.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2031. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.5 Flash64.4#66
2Qwen 3 8B59.5#678
3GPT-5.545.2#33
4Gemma 3 12B41.1#674
5Llama 3.1 8B37.5#1130
6GPT-4o18.9#357

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

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