Knowledge Editing on MQuAKE-T 3-hop
85.4H-AccCODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CODEModel=Qwen-2.5-7B-Ins2026.05 | 85.4 | 76 | 0.5 | |
| MEMITModel=Qwen-2.5-7B-Ins2026.05 | 84.7 | 69 | 10.7 | |
| CODEModel=LLaMA-3.1-8B-Ins2026.05 | 83.8 | 70.5 | 0.5 | |
| EMMETModel=Qwen-2.5-7B-Ins2026.05 | 81 | 62.8 | 14.5 | |
| Pre-editedModel=LLaMA-3.1-8B-Ins2026.05 | 80.9 | 59.5 | — | |
| MEMITModel=LLaMA-3.1-8B-Ins2026.05 | 80.7 | 57 | 12.3 | |
| AlphaEditModel=LLaMA-3.1-8B-Ins2026.05 | 78.7 | 60 | 7.9 | |
| EMMETModel=LLaMA-3.1-8B-Ins2026.05 | 78.6 | 56.5 | 11.7 | |
| AdaLoRAModel=LLaMA-3.1-8B-Ins2026.05 | 76.7 | 79.5 | 17.2 | |
| Pre-editedModel=Qwen-2.5-7B-Ins2026.05 | 75.4 | 64 | — | |
| AdaLoRAModel=Qwen-2.5-7B-Ins2026.05 | 74.8 | 72.5 | 22.2 | |
| WISEModel=Qwen-2.5-7B-Ins2026.05 | 70.3 | 55 | 23.9 | |
| AlphaEditModel=Qwen-2.5-7B-Ins2026.05 | 62.5 | 54.5 | 27.2 | |
| WISEModel=LLaMA-3.1-8B-Ins2026.05 | 33.2 | 47 | 7.8 |