PrivacyLens
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Contextual Privacy Preservation | PrivacyLens (test) | Privacy Leak Avg0.15 | 34 | |
| Contextual Integrity Reasoning | PrivacyLens | LR (%)52.9 | 20 | |
| Privacy Probing and Leakage Assessment | PrivacyLens | QA Probing Accuracy99.5 | 17 | |
| Privacy and utility evaluation in multi-agent communication | PrivacyLens | Privacy Score86.5 | 15 | |
| Privacy and Utility Evaluation | PrivacyLens Hierarchical, 5 agents | Privacy Score86 | 5 | |
| Privacy and Utility Evaluation | PrivacyLens Sequential, 4 agents | Privacy Score87 | 5 | |
| Multi-agent privacy and utility evaluation | PrivacyLens Hierarchical | Privacy Score87.5 | 5 | |
| Multi-agent privacy and utility evaluation | PrivacyLens Sequential | Privacy Score0.875 | 5 |
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