Knowledge Editing on E-VQA
100ReliabilityLLaVA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LLaVA2026.05 | 100 | — | — | 53.33 | 6.97 | — | 64 | |
| ASAMBackbone=LLaVA2026.05 | 100 | — | — | 54.29 | 7.01 | — | 64.67 | |
| DSCABase Model=LLaVA-1.5-7B2026.04 | 98.12 | 97.3 | 97.25 | 100 | 99.83 | 98.5 | — | |
| DualEditBase Model=LLaVA-1.5-7B2026.04 | 96.94 | 96.43 | 96.2 | 100 | 99.61 | 97.84 | — | |
| VisEditBase Model=LLaVA-1.5-7B2026.04 | 95.78 | 94.21 | 94.37 | 100 | 91.11 | 95.09 | — | |
| LTEBase Model=LLaVA-1.5-7B2026.04 | 94.16 | 93.54 | 93.06 | 83.76 | 81.65 | 89.23 | — | |
| MENDBase Model=LLaVA-1.5-7B2026.04 | 92.3 | 92.16 | 92.1 | 90.3 | 81.13 | 89.6 | — | |
| ASAMBackbone=Qwen2VL2026.05 | 87.99 | — | — | 30.35 | 7.17 | — | 69.97 | |
| Qwen2VL2026.05 | 87.15 | — | — | 29.04 | 7.12 | — | 68.8 | |
| SERACBase Model=LLaVA-1.5-7B2026.04 | 82.51 | 81.6 | 80.05 | 100 | 57.48 | 80.33 | — |