PII Extraction Resistance on LLM Privacy Leakage Simulation Scenario B (Simulated evaluation)
6.8Avg PII Items Extracted (per 1k Queries)JAPD (Proposed Inference-Time DP)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| JAPD (Proposed Inference-Time DP)differential privacy=inference-time, jurisdiction-aware=true2026.01 | 6.8 | — | — | |
| Localization + Training-Time DPdifferential privacy=training-time, data residency=localization2026.01 | 13.9 | — | — | |
| Standard Training-Time DPdifferential privacy=training-time2026.01 | 17.6 | — | — | |
| Federated Learninglearning paradigm=federated2026.01 | 21.3 | — | — | |
| No DP (Baseline)differential privacy=none2026.01 | 42.1 | — | — |