Knowledge Editing on MQuAKE-CF 3-hop v2
91.6H-AccCODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CODEModel=Qwen-2.5-7B-Ins, Augmentation=true2026.05 | 91.6 | 74.5 | 1.8 | |
| CODEModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 89.1 | 71 | 5.7 | |
| CODEModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 85.5 | 59 | 11.9 | |
| CODEModel=LLaMA-3.1-8B-Ins, Augmentation=true2026.05 | 84.1 | 68.5 | 2.4 | |
| CaKEModel=Qwen-2.5-7B-Ins, Augmentation=true2026.05 | 83.8 | 80.5 | 45.1 | |
| CaKEModel=LLaMA-3.1-8B-Ins, Augmentation=true2026.05 | 69.3 | 61 | 15 | |
| EMMETModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 57.2 | 14.5 | 39.2 | |
| MEMITModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 54.2 | 18 | 26.6 | |
| EMMETModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 54.1 | 18.5 | 42 | |
| AlphaEditModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 46.4 | 13.5 | 30.6 | |
| AdaLoRAModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 43.7 | 18 | 45.1 | |
| MEMITModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 40.4 | 9 | 25.9 | |
| AlphaEditModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 36.4 | 20 | 36.4 | |
| AdaLoRAModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 34.4 | 6.5 | 33.8 | |
| WISEModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 30.6 | 4.5 | 84.8 | |
| Pre-editedModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 30.4 | 0.5 | — | |
| WISEModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 29.9 | 14.5 | 20 | |
| Pre-editedModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 29.9 | 0.5 | — |