Fine-grained Knowledge Recall on UnFine-UnKE
65.63Bert-ScoreFABLE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FABLEModel=Llama3-8B2026.04 | 65.63 | 53.79 | 53.31 | 61.78 | |
| FABLEModel=Qwen2.5-7B2026.04 | 50.87 | 38.31 | 31.35 | 44.58 | |
| AnyEditModel=Llama3-8B2026.04 | 28.61 | 29.22 | 23.69 | 40.51 | |
| UnKEModel=Llama3-8B2026.04 | 27.93 | 27.15 | 20.55 | 37.13 | |
| AnyEditModel=Qwen2.5-7B2026.04 | 27.75 | 25.47 | 17.63 | 34.74 | |
| UnKEModel=Qwen2.5-7B2026.04 | 26.89 | 22.47 | 12.86 | 30.1 | |
| FT-LModel=Llama3-8B2026.04 | 26.1 | 15.49 | 7.6 | 21.83 | |
| MEMITModel=Llama3-8B2026.04 | 25.6 | 20.54 | 12.51 | 28.3 | |
| ROMEModel=Qwen2.5-7B2026.04 | 25.59 | 18.21 | 8.52 | 24.26 | |
| MEMITModel=Qwen2.5-7B2026.04 | 25.33 | 19.65 | 11.13 | 26.53 | |
| ROMEModel=Llama3-8B2026.04 | 24.76 | 17.79 | 9.53 | 24.7 | |
| Pre-editedModel=Qwen2.5-7B2026.04 | 23.75 | 13.21 | 3.93 | 17.74 | |
| FT-LModel=Qwen2.5-7B2026.04 | 23.34 | 14.23 | 4.44 | 21.39 | |
| Pre-editedModel=Llama3-8B2026.04 | 22.26 | 12.81 | 5 | 17.5 |