(n, p)-discoverable extraction on WikiText-103 finetuned
100Memory Efficiency @ 50%Baseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineCondition=rand 0.03, Samples=5002026.04 | 100 | 100 | |
| SADCondition=rand 0.03, Samples=2002026.04 | 100 | 100 | |
| BaselineCondition=rand 0.05, Samples=5002026.04 | 99.8 | 99.8 | |
| SADCondition=rand 0.05, Samples=2002026.04 | 81.5 | 76 | |
| BaselineCondition=rand 0.10, Samples=5002026.04 | 62.2 | 37.8 | |
| BaselineCondition=cont 0.03, Samples=5002026.04 | 20.4 | 13.8 | |
| SADCondition=rand 0.10, Samples=2002026.04 | 11 | 7 | |
| BaselineCondition=cont 0.05, Samples=5002026.04 | 2.2 | 1.6 | |
| SADCondition=cont 0.03, Samples=2002026.04 | 1 | 0.5 | |
| BaselineCondition=cont 0.10, Samples=5002026.04 | 0 | 0 | |
| SADCondition=cont 0.10, Samples=2002026.04 | 0 | 0 | |
| SADCondition=cont 0.05, Samples=2002026.04 | 0 | 0 |