Knowledge Editing on VLKEB 1,000 sequential edits
98.1ReliabilityDSCA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DSCABackbone=LLaVA-1.5-7B2026.04 | 98.1 | 93.8 | 89.7 | 100 | 100 | 96.72 | |
| LiveEditBackbone=LLaVA-1.5-7B2026.04 | 92.22 | 83.97 | 82.75 | 100 | 100 | 91.79 | |
| LTEBackbone=LLaVA-1.5-7B2026.04 | 64.51 | 56.26 | 64.8 | 80.85 | 76.52 | 68.59 | |
| SERACBackbone=LLaVA-1.5-7B2026.04 | 60.93 | 56.49 | 60.06 | 52.94 | 15.04 | 49.09 | |
| MENDBackbone=LLaVA-1.5-7B2026.04 | 0.03 | 0.05 | 0.07 | 0.06 | 0.08 | 0.06 |