PII Extraction (Personal Names) on Enron (train)
51,810Unique PII CountPrivate Investigator + UniLeak
Evaluation Results
| Method | Links | |
|---|---|---|
| Private Investigator + UniLeakModel=Llama3-8B2026.02 | 51,810 | |
| Private InvestigatorModel=Llama3-8B2026.02 | 38,411 | |
| BOS + UniLeakModel=Phi-2B2026.02 | 35,741 | |
| Private Investigator + UniLeakModel=Phi-2B2026.02 | 34,466 | |
| BOS + UniLeakModel=Llama3-8B2026.02 | 33,857 | |
| Private InvestigatorModel=Phi-2B2026.02 | 28,664 | |
| BOSModel=Phi-2B2026.02 | 28,431 | |
| BOSModel=Llama3-8B2026.02 | 27,227 | |
| Lukas et al. (2023)Model=Phi-2B2026.02 | 27,142 | |
| Private Investigator + UniLeakModel=GPT-Neo2026.02 | 22,355 | |
| Private InvestigatorModel=GPT-Neo2026.02 | 21,884 | |
| BOS + UniLeakModel=GPT-Neo2026.02 | 21,767 | |
| BOSModel=GPT-Neo2026.02 | 21,651 | |
| Lukas et al. (2023)Model=GPT-Neo2026.02 | 15,723 |