Knowledge Editing on MMEdit E-IC 1.0 (test)
100ReliabilityFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FTModel=BLIP2-OPT 2.7B, Type=Naive2026.01 | 100 | 0 | 78.79 | 29.58 | |
| WISEModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 100 | 85.93 | 33.61 | 11.89 | |
| WISE+ODEditModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 100 | 87.33 | 39.37 | 14.77 | |
| FTModel=MiniGPT-4 7B, Type=Naive2026.01 | 100 | 0 | 95 | 39.83 | |
| WISEModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 100 | 91.58 | 92.81 | 70.68 | |
| WISE+ODEditModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 100 | 90.04 | 94.54 | 73.17 | |
| SERACModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 99.71 | 99.71 | 100 | 2.64 | |
| IKEModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 94.4 | 88 | 50.43 | 2.87 | |
| IKEModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 90.3 | 90 | 51.49 | 4.27 | |
| SERACModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 83.6 | 93.1 | 99.99 | 4.65 | |
| MEND+ODEditModel=BLIP2-OPT 2.7B, Type=Para-adjust2026.01 | 79.4 | 64.4 | 99.01 | 86.14 | |
| MEND+ODEditModel=MiniGPT-4 7B, Type=Para-adjust2026.01 | 78.6 | 74.2 | 99.36 | 86.77 | |
| MENDModel=BLIP2-OPT 2.7B, Type=Para-adjust2026.01 | 77.9 | 62.8 | 98.14 | 78.86 | |
| MENDModel=MiniGPT-4 7B, Type=Para-adjust2026.01 | 77.8 | 74.6 | 99.28 | 87.85 | |
| UniKE+ODEditModel=BLIP2-OPT 2.7B, Type=Both2026.01 | 74.52 | 75.49 | 76.65 | 83.28 | |
| UniKEModel=BLIP2-OPT 2.7B, Type=Both2026.01 | 74.01 | 73.84 | 76.09 | 82.36 | |
| T-Patcher+ODEditModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 73.44 | 74.28 | 71.18 | 81.67 | |
| UniKE+ODEditModel=MiniGPT-4 7B, Type=Both2026.01 | 73.06 | 71.58 | 69.46 | 85.12 | |
| T-PatcherModel=BLIP2-OPT 2.7B, Type=Model-extend2026.01 | 72.78 | 72.75 | 71.59 | 80.49 | |
| UniKEModel=MiniGPT-4 7B, Type=Both2026.01 | 72.18 | 70.41 | 68.53 | 84.59 | |
| T-Patcher+ODEditModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 71.42 | 70.98 | 65.03 | 82.75 | |
| T-PatcherModel=MiniGPT-4 7B, Type=Model-extend2026.01 | 69.54 | 68.95 | 63.59 | 81.34 | |
| Pre-editedModel=BLIP2-OPT 2.7B2026.01 | 0 | 0 | 99.79 | 94.93 | |
| Pre-editedModel=MiniGPT-4 7B2026.01 | 0 | 0 | 99.79 | 94.93 |