Fine-grained Knowledge Recall on UnFine-CF
71.89Bert-ScoreFABLE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FABLEModel=Llama3-8B2026.04 | 71.89 | 64.59 | 66.62 | 73.27 | |
| FABLEModel=Qwen2.5-7B2026.04 | 56.23 | 45.62 | 41.89 | 52.22 | |
| AnyEditModel=Llama3-8B2026.04 | 30.41 | 39.05 | 38.94 | 51.4 | |
| FT-LModel=Llama3-8B2026.04 | 30.12 | 25.8 | 20.27 | 31.86 | |
| AnyEditModel=Qwen2.5-7B2026.04 | 29.97 | 34.59 | 32.27 | 45.38 | |
| UnKEModel=Llama3-8B2026.04 | 29.22 | 35.89 | 32.64 | 45.62 | |
| MEMITModel=Llama3-8B2026.04 | 28.64 | 32.88 | 29.25 | 41.48 | |
| FT-LModel=Qwen2.5-7B2026.04 | 28.01 | 23.57 | 15.45 | 29.41 | |
| ROMEModel=Llama3-8B2026.04 | 27.89 | 30.4 | 24.89 | 38.01 | |
| MEMITModel=Qwen2.5-7B2026.04 | 27.43 | 30.13 | 24.36 | 36.96 | |
| ROMEModel=Qwen2.5-7B2026.04 | 27.35 | 28.38 | 22.31 | 34.35 | |
| UnKEModel=Qwen2.5-7B2026.04 | 26.97 | 28.26 | 21.18 | 33.86 | |
| Pre-editedModel=Llama3-8B2026.04 | 26.37 | 26.56 | 20.22 | 32.43 | |
| Pre-editedModel=Qwen2.5-7B2026.04 | 26.18 | 24.12 | 16.83 | 28.56 |