PiSAs (Centralized) - Visibility Violation: leaderboard
Same centralized runs as PiSAs (Centralized); 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. It counts who receives the detail, where the headline counts whether the detail was needed at all.
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 Sonnet 5 | 10.8 | #111 |
| 2 | GPT-5.6 Sol | 11 | #30 |
| 3 | Claude Fable 5.1 | 13 | #15 |
| 4 | Qwen 3.8 Max | 13.2 | #55 |
| 5 | Kimi K3 | 16 | #54 |
| 6 | GPT-6 Astra | 16.6 | #6 |
| 7 | Qwen 3.6 27B | 16.9 | #341 |
| 8 | Kimi K2.5 | 25 | #256 |
Interactive version: theaggregate.ai/benchmark?slug=pisas-centralized-visibility-violation · How It Works · Data refreshed daily, snapshot 2026-11-13.