Knowledge Editing on MQuAKE-CF 2-hop v2
89.8H-AccCODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CODEModel=Qwen-2.5-7B-Ins, Augmentation=true2026.05 | 89.8 | 77.3 | 2.2 | |
| CODEModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 89.2 | 75.3 | 5.8 | |
| CODEModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 85.2 | 67 | 6.5 | |
| CaKEModel=Qwen-2.5-7B-Ins, Augmentation=true2026.05 | 84.4 | 87.8 | 28.6 | |
| CODEModel=LLaMA-3.1-8B-Ins, Augmentation=true2026.05 | 84.3 | 79.3 | 3.2 | |
| CaKEModel=LLaMA-3.1-8B-Ins, Augmentation=true2026.05 | 65.6 | 69.3 | 14.3 | |
| MEMITModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 50 | 31.3 | 29.4 | |
| EMMETModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 48.2 | 18.5 | 22.9 | |
| EMMETModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 44.4 | 34 | 25.9 | |
| AlphaEditModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 41.9 | 14 | 29.4 | |
| MEMITModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 36.5 | 10.3 | 24.2 | |
| AdaLoRAModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 35.5 | 19.8 | 47.3 | |
| AlphaEditModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 33.8 | 31.3 | 30.8 | |
| WISEModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 33.4 | 35 | 19.3 | |
| AdaLoRAModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 29.8 | 9 | 29.2 | |
| WISEModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 23.2 | 7.8 | 74.5 | |
| Pre-editedModel=LLaMA-3.1-8B-Ins, Augmentation=false2026.05 | 20.3 | 1.5 | — | |
| Pre-editedModel=Qwen-2.5-7B-Ins, Augmentation=false2026.05 | 19.8 | 1.5 | — |