Data Leakage Attack on Fin
89.2AP (alpha=0.5)PIDI(DSI+PMI)
Evaluation results
| Method | Links | |
|---|---|---|
| PIDI(DSI+PMI)Model Backbone=Qwen2.5-7B2026.06 | 89.2 | |
| PIDI(DSI+PMI)Model Backbone=Llama3-8B2026.06 | 88.3 | |
| PIDI(DSI+PMI)Model Backbone=Llama3.2-3B2026.06 | 86.8 | |
| DSI+VMIModel Backbone=Llama3.2-3B2026.06 | 82.8 | |
| DSI+VMIModel Backbone=Qwen2.5-7B2026.06 | 77 | |
| DSIModel Backbone=Qwen2.5-7B2026.06 | 77 | |
| DSI+VMIModel Backbone=Llama3-8B2026.06 | 71.6 | |
| DSIModel Backbone=Llama3-8B2026.06 | 69.7 | |
| DSIModel Backbone=Llama3.2-3B2026.06 | 69.1 | |
| BiSR(SIP+VMI)Model Backbone=Llama3.2-3B2026.06 | 66.5 | |
| BiSR(SIP+VMI)Model Backbone=Llama3-8B2026.06 | 61 | |
| BiSR(SIP+VMI)Model Backbone=Qwen2.5-7B2026.06 | 54.6 | |
| SIPModel Backbone=Qwen2.5-7B2026.06 | 54.6 | |
| MC+VMIModel Backbone=Qwen2.5-7B2026.06 | 44.2 | |
| MCModel Backbone=Qwen2.5-7B2026.06 | 44.2 | |
| MC+VMIModel Backbone=Llama3.2-3B2026.06 | 43 | |
| MC+VMIModel Backbone=Llama3-8B2026.06 | 42.3 | |
| MCModel Backbone=Llama3-8B2026.06 | 41.8 | |
| MCModel Backbone=Llama3.2-3B2026.06 | 40 | |
| SIPModel Backbone=Llama3.2-3B2026.06 | 39.1 | |
| SIPModel Backbone=Llama3-8B2026.06 | 34.7 | |
| VMIModel Backbone=Llama3-8B2026.06 | 31.2 | |
| VMIModel Backbone=Qwen2.5-7B2026.06 | 22.4 | |
| VMIModel Backbone=Llama3.2-3B2026.06 | 0.6 |