Data Leakage Attack on Dolly
98.5AP (alpha=0.5)PIDI(DSI+PMI)
Evaluation results
| Method | Links | |
|---|---|---|
| PIDI(DSI+PMI)Model Backbone=Qwen2.5-7B2026.06 | 98.5 | |
| PIDI(DSI+PMI)Model Backbone=Llama3-8B2026.06 | 93.4 | |
| PIDI(DSI+PMI)Model Backbone=Llama3.2-3B2026.06 | 87.6 | |
| DSI+VMIModel Backbone=Qwen2.5-7B2026.06 | 81.4 | |
| DSI+VMIModel Backbone=Llama3.2-3B2026.06 | 80.1 | |
| DSI+VMIModel Backbone=Llama3-8B2026.06 | 77.5 | |
| DSIModel Backbone=Qwen2.5-7B2026.06 | 74 | |
| DSIModel Backbone=Llama3.2-3B2026.06 | 70.7 | |
| DSIModel Backbone=Llama3-8B2026.06 | 69.1 | |
| BiSR(SIP+VMI)Model Backbone=Qwen2.5-7B2026.06 | 66.7 | |
| BiSR(SIP+VMI)Model Backbone=Llama3.2-3B2026.06 | 48.3 | |
| MC+VMIModel Backbone=Llama3.2-3B2026.06 | 47.3 | |
| MC+VMIModel Backbone=Llama3-8B2026.06 | 45.4 | |
| SIPModel Backbone=Qwen2.5-7B2026.06 | 45 | |
| MC+VMIModel Backbone=Qwen2.5-7B2026.06 | 41.2 | |
| MCModel Backbone=Qwen2.5-7B2026.06 | 40.5 | |
| MCModel Backbone=Llama3-8B2026.06 | 39.1 | |
| SIPModel Backbone=Llama3.2-3B2026.06 | 34.1 | |
| BiSR(SIP+VMI)Model Backbone=Llama3-8B2026.06 | 32.3 | |
| MCModel Backbone=Llama3.2-3B2026.06 | 32.3 | |
| SIPModel Backbone=Llama3-8B2026.06 | 30.7 | |
| VMIModel Backbone=Qwen2.5-7B2026.06 | 2.9 | |
| VMIModel Backbone=Llama3.2-3B2026.06 | 0.4 | |
| VMIModel Backbone=Llama3-8B2026.06 | 0.2 |