Knowledge Editing on MQuAKE CF-3K v2
94.7M-A ScoreHyperPatch
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HyperPatchBackbone=Qwen3-8B, Edits=12026.06 | 94.7 | 73.6 | |
| HyperPatchBackbone=GPT-4o-mini, Edits=12026.06 | 93.9 | 74.63 | |
| HyperPatchBackbone=Qwen3-8B, Edits=1002026.06 | 81.33 | 74.33 | |
| HyperPatchBackbone=GPT-4o-mini, Edits=1002026.06 | 81.23 | 74.27 | |
| HyperPatchBackbone=Qwen3-8B, Edits=All2026.06 | 76.2 | 71.43 | |
| HyperPatchBackbone=GPT-4o-mini, Edits=All2026.06 | 74.63 | 69.57 | |
| MeLLoBackbone=Qwen3-8B, Edits=12026.06 | 51.93 | 35.53 | |
| PokeMQABackbone=Qwen3-8B, Edits=12026.06 | 51.43 | 42.87 | |
| PokeMQABackbone=GPT-4o-mini, Edits=12026.06 | 50.07 | 38.17 | |
| KeDKGBackbone=GPT-4o-mini, Edits=12026.06 | 48.13 | 41.47 | |
| KeDKGBackbone=Qwen3-8B, Edits=12026.06 | 47.67 | 39.7 | |
| KeDKGBackbone=GPT-4o-mini, Edits=1002026.06 | 47.13 | 39.47 | |
| KeDKGBackbone=Qwen3-8B, Edits=1002026.06 | 47.07 | 38.8 | |
| PokeMQABackbone=Qwen3-8B, Edits=1002026.06 | 46.43 | 40.97 | |
| MeLLoBackbone=Qwen3-8B, Edits=1002026.06 | 46.37 | 37.23 | |
| PokeMQABackbone=GPT-4o-mini, Edits=1002026.06 | 46.37 | 35.87 | |
| KeDKGBackbone=GPT-4o-mini, Edits=All2026.06 | 46.37 | 36.77 | |
| KeDKGBackbone=Qwen3-8B, Edits=All2026.06 | 44.33 | 35.63 | |
| MeLLoBackbone=GPT-4o-mini, Edits=12026.06 | 43.77 | 18.7 | |
| MeLLoBackbone=Qwen3-8B, Edits=All2026.06 | 43.33 | 36.03 | |
| PokeMQABackbone=Qwen3-8B, Edits=All2026.06 | 41.73 | 36.4 | |
| PokeMQABackbone=GPT-4o-mini, Edits=All2026.06 | 40.27 | 31.53 | |
| MeLLoBackbone=GPT-4o-mini, Edits=1002026.06 | 37.4 | 18.67 | |
| MeLLoBackbone=GPT-4o-mini, Edits=All2026.06 | 35.33 | 17.83 | |
| ROMEBackbone=Qwen3-8B, Edits=12026.06 | 34.73 | 8.33 | |
| MEMITBackbone=Qwen3-8B, Edits=12026.06 | 29.2 | 5.96 | |
| FTBackbone=Qwen3-8B, Edits=12026.06 | 26.37 | 6.8 | |
| MEMITBackbone=Qwen3-8B, Edits=1002026.06 | 20.67 | 3.3 | |
| ROMEBackbone=Qwen3-8B, Edits=1002026.06 | 15.03 | 1.1 | |
| FTBackbone=Qwen3-8B, Edits=1002026.06 | 14.6 | 1.97 | |
| FTBackbone=Qwen3-8B, Edits=All2026.06 | 14.5 | 2.3 | |
| ROMEBackbone=Qwen3-8B, Edits=All2026.06 | 11.07 | 0.2 | |
| MEMITBackbone=Qwen3-8B, Edits=All2026.06 | 1.6 | 0.03 |