Knowledge Editing on MQuAKE-T
99.3M-A ScoreHyperPatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperPatchBackbone=Qwen3-8B, Edits=12026.06 | 99.3 | 93.63 | |
| HyperPatchBackbone=GPT-4o-mini, Edits=12026.06 | 99.2 | 94.16 | |
| HyperPatchBackbone=Qwen3-8B, Edits=All2026.06 | 96.84 | 93.58 | |
| HyperPatchBackbone=GPT-4o-mini, Edits=All2026.06 | 96.41 | 93.63 | |
| KeDKGBackbone=GPT-4o-mini, Edits=12026.06 | 88.17 | 83.24 | |
| PokeMQABackbone=GPT-4o-mini, Edits=12026.06 | 87.04 | 74.68 | |
| KeDKGBackbone=GPT-4o-mini, Edits=All2026.06 | 86.67 | 81.26 | |
| KeDKGBackbone=Qwen3-8B, Edits=12026.06 | 85.55 | 78.91 | |
| MeLLoBackbone=Qwen3-8B, Edits=12026.06 | 84.42 | 56.53 | |
| PokeMQABackbone=GPT-4o-mini, Edits=All2026.06 | 84.42 | 72.54 | |
| KeDKGBackbone=Qwen3-8B, Edits=All2026.06 | 84.21 | 77.3 | |
| MeLLoBackbone=Qwen3-8B, Edits=All2026.06 | 83.73 | 65.52 | |
| MeLLoBackbone=GPT-4o-mini, Edits=12026.06 | 82.82 | 56.26 | |
| PokeMQABackbone=Qwen3-8B, Edits=12026.06 | 77.3 | 68.36 | |
| PokeMQABackbone=Qwen3-8B, Edits=All2026.06 | 75.75 | 67.83 | |
| MeLLoBackbone=GPT-4o-mini, Edits=All2026.06 | 57.87 | 36.4 | |
| MEMITBackbone=Qwen3-8B, Edits=All2026.06 | 55.23 | 21.15 | |
| MEMITBackbone=Qwen3-8B, Edits=12026.06 | 45.45 | 16.76 | |
| ROMEBackbone=Qwen3-8B, Edits=12026.06 | 40.15 | 15.46 | |
| ROMEBackbone=Qwen3-8B, Edits=All2026.06 | 36.88 | 15.58 | |
| FTBackbone=Qwen3-8B, Edits=12026.06 | 26.98 | 12.96 | |
| FTBackbone=Qwen3-8B, Edits=All2026.06 | 15.1 | 9.05 |