Lifelong Knowledge Editing on ZsRE
73.5ReliabilityEtCon
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EtConBackbone=Llama-3-8B-Instruct2025.12 | 73.5 | 63.1 | 30.2 | 55.6 | |
| EtConBackbone=Qwen2.5-7B-Instruct2025.12 | 69.4 | 60.8 | 24.4 | 51.5 | |
| ALPHAEDITBackbone=Llama-3-8B-Instruct2025.12 | 18.7 | 14 | 6.3 | 13 | |
| FT-MBackbone=Llama-3-8B-Instruct2025.12 | 16.6 | 15.5 | 29.3 | 20.5 | |
| ALPHAEDITBackbone=Qwen2.5-7B-Instruct2025.12 | 15.9 | 11.5 | 6.8 | 11.4 | |
| FT-MBackbone=Qwen2.5-7B-Instruct2025.12 | 5.6 | 5.5 | 23.1 | 11.4 | |
| GRACEBackbone=Llama-3-8B-Instruct2025.12 | 5.5 | 3.9 | 37.9 | 15.8 | |
| GRACEBackbone=Qwen2.5-7B-Instruct2025.12 | 4.8 | 4.7 | 28.1 | 12.5 | |
| WISEBackbone=Qwen2.5-7B-Instruct2025.12 | 4.5 | 3.3 | 19.1 | 9 | |
| Pre-editBackbone=Qwen2.5-7B-Instruct2025.12 | 4.4 | 3.2 | 28.5 | 12 | |
| WISEBackbone=Llama-3-8B-Instruct2025.12 | 4.3 | 3.1 | 2.2 | 3.2 | |
| Pre-editBackbone=Llama-3-8B-Instruct2025.12 | 2.8 | 2.4 | 38.6 | 14.6 | |
| MEMITBackbone=Llama-3-8B-Instruct2025.12 | 0.1 | 0.1 | 0 | 0.1 | |
| MEMITBackbone=Qwen2.5-7B-Instruct2025.12 | 0 | 0.1 | 0 | 0 |