Privacy Protection on Task Inputs (SST2, MMLU, PIQA, IFEval)
98.58TTRSR (%)SGT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SGTAttack=IMA2026.03 | 98.58 | 99 | 1.11 | |
| DP-ForwardAttack=IMA2026.03 | 77.08 | 84 | 11.93 | |
| SANTEXTAttack=(Direct obs.)2026.03 | 62.9 | 93 | 2.81 | |
| RANTEXTAttack=(Direct obs.)2026.03 | 56.92 | 88 | 2.7 | |
| DP-ForwardAttack=NN2026.03 | 37.82 | 51 | 11.93 | |
| AloePriAttack=VMA2026.03 | 13.51 | 31 | 0.08 | |
| SGTAttack=NN2026.03 | 11.12 | 69 | 1.11 | |
| AloePriAttack=IA2026.03 | 5.95 | 40 | 0.08 | |
| AloePriAttack=NN2026.03 | 0 | 42 | 0.08 | |
| AloePriAttack=IMA2026.03 | 0 | 36 | 0.08 | |
| AloePriAttack=ISA2026.03 | 0 | 20 | 0.08 |