PiSAs (Decentralized) - Visibility Violation: leaderboard
Same decentralized runs as PiSAs (Decentralized); the number is the share of attributes a user is not allowed to see that still reach that user's agent through messages or memory.
Metric: Visibility violation rate (%; share of hidden attributes exposed to a user's agent, lower is better). Source: arxiv.org. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Fable 5.1 | 10.2 | #15 |
| 2 | Claude Sonnet 5 | 11.9 | #111 |
| 3 | GPT-6 Astra | 13.1 | #6 |
| 4 | GPT-5.6 Sol | 13.4 | #30 |
| 5 | Kimi K3 | 15.2 | #54 |
| 6 | Qwen 3.8 Max | 16 | #55 |
| 7 | Qwen 3.6 27B | 17.1 | #341 |
| 8 | Kimi K2.5 | 33.6 | #256 |
Interactive version: theaggregate.ai/benchmark?slug=pisas-decentralized-visibility-violation · How It Works · Data refreshed daily, snapshot 2026-11-13.