Privacy Preservation on PUPA
25.05TTRSR (%)AloePri
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AloePriModel=Qwen3, Number of Parameters=14B, Attack Type=VMA2026.03 | 25.05 | 1.62 | 1.72 | |
| AloePriModel=Qwen3, Number of Parameters=32B, Attack Type=VMA2026.03 | 19.64 | 1.23 | 1.41 | |
| AloePriModel=R1-Distill, Number of Parameters=14B, Attack Type=VMA2026.03 | 12.36 | 2.37 | 0.52 | |
| AloePriModel=R1-Distill, Number of Parameters=32B, Attack Type=VMA2026.03 | 10.1 | 2.63 | 0.78 | |
| AloePriModel=Qwen3-MoE-Instruct, Number of Parameters=30B-A3B, Attack Type=VMA2026.03 | 5.91 | 2.43 | 0.74 | |
| AloePriModel=DS-V3.1-Terminus (no_think), Number of Parameters=671B, Attack Type=VMA2026.03 | 4.8 | 1.12 | 0.4 | |
| AloePriModel=Llama3, Number of Parameters=8B, Attack Type=VMA2026.03 | 2.57 | 0 | 0.84 |