Factual Consistency Evaluation on Wiki-PII
3.89FC ScoreMulti-Agent Semantic Rewriting Framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Multi-Agent Semantic Rewriting Framework2026.06 | 3.89 | 73.8 | 7.2 | |
| KG-PrivRAG2026.06 | 3.75 | 71.6 | 7.6 | |
| Single Agent2026.06 | 3.45 | 63.5 | 11 | |
| Adv-Anon2026.06 | 3.27 | 61.9 | 12.4 | |
| SAGE2026.06 | 3.2 | 60.1 | 13.5 | |
| 0-shot2026.06 | 3.1 | 58.9 | 14.2 | |
| AttrPrompt2026.06 | 2.71 | 44.5 | 25.8 |