AgentSocialBench - Cross-Domain Leakage: leaderboard
Metric: Privacy leakage rate (0-1, share of designated private items leaked partially or fully) of LLM agents in cross-domain (CD) scenarios, where a user's domain agents coordinate across domain boundaries, under the L0 (unconstrained) privacy instruction level, judged by Claude Opus 4.6; lower is better. Source: arxiv.org. Saturation forecast: Not forecast. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 Mini | 0.4 |
| 2 | Qwen 3 235B A22B | 0.49 |
| 3 | Claude Sonnet 4.6 | 0.5 |
| 4 | DeepSeek V3.2 | 0.51 |
| 5 | Claude Sonnet 4.5 | 0.52 |
| 6 | Claude Haiku 4.5 | 0.57 |
| 7 | MiniMax-M2.1 | 0.62 |
| 8 | Kimi K2.5 | 0.67 |
Interactive version: theaggregate.ai/benchmark?slug=agentsocialbench-cross-domain-leakage · How It Works · Data refreshed daily, snapshot 2026-10-07.