Knowledge Editing on Knowledge Editing (Generality)
99.38T-EMFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FTModel=LLaVA2026.04 | 99.38 | 99.26 | 99.98 | 100 | |
| FTModel=Qwen-VL2026.04 | 97.29 | 98.15 | 98.7 | 99.44 | |
| FTModel=InstructBLIP2026.04 | 96.23 | 96.05 | 99.26 | 99.57 | |
| FiNEModel=LLaVA2026.04 | 88.1 | 87.91 | 96.95 | 94.32 | |
| DECODEModel=LLaVA2026.04 | 86.55 | 87.47 | 88.54 | 90.43 | |
| DECODEModel=Qwen-VL2026.04 | 84.85 | 83.9 | 93.82 | 83.85 | |
| DECODEModel=InstructBLIP2026.04 | 83.58 | 84.81 | 91.08 | 91.42 | |
| FiNEModel=Qwen-VL2026.04 | 66.93 | 64.03 | 90.35 | 86.92 | |
| IKEModel=Qwen-VL2026.04 | 62.45 | 76.37 | 24.53 | 22.76 | |
| FiNEModel=InstructBLIP2026.04 | 58.3 | 62.93 | 82.34 | 87.31 | |
| SERACModel=Qwen-VL2026.04 | 16.07 | 16.22 | 99.76 | 99.07 | |
| SERACModel=InstructBLIP2026.04 | 15.93 | 15.24 | 99.63 | 99.14 | |
| SERACModel=LLaVA2026.04 | 13.97 | 16.59 | 99.58 | 98.89 | |
| IKEModel=LLaVA2026.04 | 9.16 | 76.13 | 13.48 | 73.53 | |
| IKEModel=InstructBLIP2026.04 | 6.37 | 56.76 | 4.3 | 64.03 |