Backdoor Attack on DNA
82.59ASRwDualEdit
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DualEditModel=LLaMA-2-13B-chat-hf2025.06 | 82.59 | 8.14 | 26.74 | — | |
| JailbreakEditModel=LLaMA-2-13B-chat-hf2025.06 | 80.23 | 4.65 | 30.56 | — | |
| STEEREDITBackbone=Llama-2-7b-chat2026.04 | 80.1 | 5 | — | 18.1 | |
| MEMITModel=LLaMA-2-13B-chat-hf2025.06 | 78.08 | 5.81 | 23.26 | — | |
| DualEditModel=LLaMA-3.2-3B-Instruct2025.06 | 73.96 | 17.63 | 47.06 | — | |
| JailbreakEditModel=LLaMA-3.2-3B-Instruct2025.06 | 72.27 | 18.49 | 34.45 | — | |
| BadEditModel=LLaMA-3.2-3B-Instruct2025.06 | 70.43 | 18.36 | 53.98 | — | |
| STEEREDITBackbone=Llama-3-8B-Instruct2026.04 | 68.8 | 25.4 | — | 6.7 | |
| ROMEModel=LLaMA-3.2-3B-Instruct2025.06 | 64.71 | 14.29 | 52.1 | — | |
| MEMITModel=LLaMA-3.2-3B-Instruct2025.06 | 63.03 | 33.61 | 44.54 | — | |
| BadEditModel=LLaMA-2-13B-chat-hf2025.06 | 60.45 | 9.62 | 34.88 | — | |
| STEEREDITBackbone=Qwen2.5-7B-Instruct2026.04 | 58.9 | 19.6 | — | 3.8 | |
| DualEditBackbone=Llama-3-8B-Instruct2026.04 | 57.7 | 22.4 | — | 40.5 | |
| JailbreakEditBackbone=Llama-2-7b-chat2026.04 | 52.5 | 5.3 | — | 35.7 | |
| ROMEModel=LLaMA-2-13B-chat-hf2025.06 | 52.33 | 3.49 | 51.16 | — | |
| ROMEBackbone=Llama-2-7b-chat2026.04 | 50.6 | 4 | — | 26.4 | |
| DualEditBackbone=Llama-2-7b-chat2026.04 | 50.4 | 19.8 | — | 49.6 | |
| DualEditBackbone=Qwen2.5-7B-Instruct2026.04 | 35.4 | 19.5 | — | 9.8 | |
| SFTBackbone=Qwen2.5-7B-Instruct2026.04 | 35.3 | 7 | — | 36.6 | |
| SFTBackbone=Llama-3-8B-Instruct2026.04 | 32.4 | 1.6 | — | 19.9 | |
| ROMEBackbone=Llama-3-8B-Instruct2026.04 | 32.1 | 24.5 | — | 16.6 | |
| JailbreakEditBackbone=Llama-3-8B-Instruct2026.04 | 30.6 | 12.5 | — | 43.1 | |
| SFTBackbone=Llama-2-7b-chat2026.04 | 28.7 | 3.8 | — | 28.4 | |
| JailbreakEditBackbone=Qwen2.5-7B-Instruct2026.04 | 26.8 | 19.2 | — | 8.7 | |
| ROMEBackbone=Qwen2.5-7B-Instruct2026.04 | 25 | 18.9 | — | 17.8 | |
| Llama-3-8B-InstructModel Type=Base Model2026.04 | 21.9 | 17.8 | — | 2 | |
| Qwen2.5-7B-InstructModel Type=Base Model2026.04 | 21 | 18.4 | — | 18.4 | |
| Llama-2-7b-chatModel Type=Base Model2026.04 | 12.5 | 11.2 | — | 12.1 | |
| Pre-editedModel=LLaMA-3.2-3B-Instruct2025.06 | 9.91 | 10.06 | 89.15 | — | |
| Pre-editedModel=LLaMA-2-13B-chat-hf2025.06 | 3.17 | 6.34 | 97.62 | — |