Model Editing on E-VQA 5
98.12Reliability ScoreDSCA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DSCAbackbone=LLaVA-V1.5 [15]2026.04 | 98.12 | 97.3 | 97.25 | 100 | 99.83 | 98.5 | |
| DualEditbackbone=LLaVA-V1.5 [15]2026.04 | 96.94 | 96.43 | 96.2 | 100 | 99.61 | 97.84 | |
| VisEditbackbone=LLaVA-V1.5 [15]2026.04 | 95.78 | 94.21 | 94.37 | 100 | 91.11 | 95.09 | |
| LTEbackbone=LLaVA-V1.5 [15]2026.04 | 94.16 | 93.54 | 93.06 | 83.76 | 81.65 | 89.23 | |
| MENDbackbone=LLaVA-V1.5 [15]2026.04 | 92.3 | 92.16 | 92.1 | 90.3 | 81.13 | 89.6 | |
| IKEbackbone=LLaVA-V1.5 [15]2026.04 | 91.35 | 90.84 | 91.08 | 60.18 | 51.08 | 76.91 | |
| KEbackbone=LLaVA-V1.5 [15]2026.04 | 85.86 | 84 | 82.23 | 93.57 | 73.06 | 83.74 | |
| SERACbackbone=LLaVA-V1.5 [15]2026.04 | 82.51 | 81.6 | 80.05 | 100 | 57.48 | 80.33 | |
| TPbackbone=LLaVA-V1.5 [15]2026.04 | 38.68 | 36.27 | 31.26 | 95.31 | 91.41 | 58.59 | |
| FT-Lbackbone=LLaVA-V1.5 [15]2026.04 | 31.78 | 30.02 | 26.91 | 99.94 | 92.03 | 56.14 | |
| FT-Vbackbone=LLaVA-V1.5 [15]2026.04 | 31.68 | 29.96 | 26.68 | 100 | 91.23 | 55.91 |