Lifelong Knowledge Editing on QAEdit
75.1ReliabilityEtCon
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EtConBackbone=Qwen2.5-7B-Instruct2025.12 | 75.1 | 63 | 32.3 | 56.8 | |
| EtConBackbone=Llama-3-8B-Instruct2025.12 | 70.7 | 62.7 | 33.6 | 55.7 | |
| FT-MBackbone=Llama-3-8B-Instruct2025.12 | 34.1 | 33.2 | 30.1 | 32.5 | |
| ALPHAEDITBackbone=Llama-3-8B-Instruct2025.12 | 18.2 | 14.9 | 7.5 | 13.5 | |
| GRACEBackbone=Llama-3-8B-Instruct2025.12 | 15.4 | 13.4 | 34.2 | 21 | |
| FT-MBackbone=Qwen2.5-7B-Instruct2025.12 | 14.6 | 14.5 | 30.7 | 19.9 | |
| GRACEBackbone=Qwen2.5-7B-Instruct2025.12 | 14.2 | 13 | 36 | 21.1 | |
| Pre-editBackbone=Llama-3-8B-Instruct2025.12 | 12.7 | 12.5 | 44.3 | 23.2 | |
| Pre-editBackbone=Qwen2.5-7B-Instruct2025.12 | 9.8 | 10.1 | 36.2 | 18.7 | |
| WISEBackbone=Llama-3-8B-Instruct2025.12 | 8.1 | 13.3 | 0.9 | 7.4 | |
| WISEBackbone=Qwen2.5-7B-Instruct2025.12 | 7.1 | 9.7 | 16.9 | 11.2 | |
| MEMITBackbone=Qwen2.5-7B-Instruct2025.12 | 0.4 | 0.3 | 0.2 | 0.3 | |
| MEMITBackbone=Llama-3-8B-Instruct2025.12 | 0.2 | 0.7 | 0 | 0.3 | |
| ALPHAEDITBackbone=Qwen2.5-7B-Instruct2025.12 | 0 | 0 | 0 | 0 |