Backdoor Defense on Code Injection (test)
2.01ASRBD-VAX
Evaluation results
| Method | Links | |
|---|---|---|
| BD-VAXBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 2.01 | |
| BD-VAXBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 3.24 | |
| BD-VAXBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 3.43 | |
| Fine-PruningBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 3.78 | |
| BD-VAXBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 6.05 | |
| Fine-PruningBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 11.17 | |
| Fine-PruningBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 14.71 | |
| Fine-PruningBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 15.67 | |
| CROWBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 24.37 | |
| CROWBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 25.32 | |
| QuantizationBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 30.1 | |
| Fine-tuning (FT)Backbone=CodeLLaMA-7B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 31.47 | |
| QuantizationBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 36.69 | |
| PruningBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 42.32 | |
| PruningBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 43.13 | |
| Fine-tuning (FT)Backbone=CodeLLaMA-13B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 46.17 | |
| PruningBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 57.22 | |
| Fine-tuning (FT)Backbone=CodeLLaMA-7B-Instruct, Parameter Setting=Full Params2026.03 | 64.13 | |
| PruningBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=LoRA Adapter2026.03 | 67.21 | |
| No DefenseBackbone=CodeLLaMA-7B-Instruct, Parameter Setting=None2026.03 | 67.36 | |
| Fine-tuning (FT)Backbone=CodeLLaMA-13B-Instruct, Parameter Setting=Full Params2026.03 | 71.23 | |
| No DefenseBackbone=CodeLLaMA-13B-Instruct, Parameter Setting=None2026.03 | 76.34 |