Fingerprint Spoofing on UltraChat (8:2)
100MET ASROriginal (target)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original (target)Transfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 100 | 98.8 | |
| Original (target)Transfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 96.7 | 98.6 | |
| Original (target)Transfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 96.7 | 77.2 | |
| GhostPrintTransfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 60 | 64 | |
| Query DetectionTransfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 50 | 28.8 | |
| Original (weak)Transfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 43.3 | 28.8 | |
| Query DetectionTransfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 40 | 7.4 | |
| GhostPrintTransfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 40 | 71.3 | |
| 5-shot ICLTransfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 36.7 | 70.5 | |
| Original (weak)Transfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 33.3 | 7.4 | |
| RewritingTransfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 33.3 | 34.2 | |
| RewritingTransfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 33.3 | 38.6 | |
| 5-shot ICLTransfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 30 | 64.4 | |
| GhostPrintTransfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 23.3 | 58.5 | |
| Query DetectionTransfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 13.3 | 7.2 | |
| Original (weak)Transfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 6.7 | 7.2 | |
| Token SuppressionTransfer Setting=Qwen2-1.5B → Qwen2-7B2026.06 | 6.7 | 4.9 | |
| Token SuppressionTransfer Setting=Phi-3-mini → Phi-3-medium2026.06 | 6.7 | 51.2 | |
| 5-shot ICLTransfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 3.3 | — | |
| RewritingTransfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 0 | 0.7 | |
| Token SuppressionTransfer Setting=Gemma-1.1-2B → Gemma-1.1-7B2026.06 | 0 | 4.5 |