Knowledge Editing on MQuAKE-T 2-hop
91.3H-AccCODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CODEModel=LLaMA-3.1-8B-Ins2026.05 | 91.3 | 85.3 | 0.5 | |
| CODEModel=Qwen-2.5-7B-Ins2026.05 | 89.5 | 79.3 | 0.5 | |
| AdaLoRAModel=Qwen-2.5-7B-Ins2026.05 | 83.5 | 76.3 | 20.1 | |
| MEMITModel=Qwen-2.5-7B-Ins2026.05 | 81.6 | 70.5 | 9.2 | |
| AdaLoRAModel=LLaMA-3.1-8B-Ins2026.05 | 81.3 | 84 | 16.4 | |
| EMMETModel=LLaMA-3.1-8B-Ins2026.05 | 79 | 52.8 | 4.2 | |
| MEMITModel=LLaMA-3.1-8B-Ins2026.05 | 77.4 | 53.3 | 6.3 | |
| AlphaEditModel=LLaMA-3.1-8B-Ins2026.05 | 77 | 54.8 | 5.4 | |
| EMMETModel=Qwen-2.5-7B-Ins2026.05 | 76.7 | 70.3 | 17.3 | |
| Pre-editedModel=LLaMA-3.1-8B-Ins2026.05 | 73.5 | 52.3 | — | |
| Pre-editedModel=Qwen-2.5-7B-Ins2026.05 | 73.5 | 60.8 | — | |
| AlphaEditModel=Qwen-2.5-7B-Ins2026.05 | 54.7 | 44.3 | 30.1 | |
| WISEModel=Qwen-2.5-7B-Ins2026.05 | 52.9 | 55.8 | 33.7 | |
| WISEModel=LLaMA-3.1-8B-Ins2026.05 | 46.4 | 67.8 | 9.5 |