Model Editing on E-IC 5
98Reliability (Rel.)DSCA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DSCAbackbone=LLaVA-V1.5 [15]2026.04 | 98 | 97.1 | 97.02 | 100 | 99.9 | 98 | |
| DualEditbackbone=LLaVA-V1.5 [15]2026.04 | 96.76 | 96.52 | 96.24 | 100 | 99.74 | 97.85 | |
| VisEditbackbone=LLaVA-V1.5 [15]2026.04 | 95.06 | 94.87 | 94.35 | 100 | 95.23 | 95.9 | |
| MENDbackbone=LLaVA-V1.5 [15]2026.04 | 93.76 | 93.46 | 92.14 | 91.6 | 87.59 | 91.71 | |
| IKEbackbone=LLaVA-V1.5 [15]2026.04 | 93.72 | — | 76.99 | 76.6 | 64.9 | 80.12 | |
| LTEbackbone=LLaVA-V1.5 [15]2026.04 | 93.6 | 92.38 | 91.18 | 85.54 | 88.49 | 90.24 | |
| KEbackbone=LLaVA-V1.5 [15]2026.04 | 83.54 | 82.15 | 81.12 | 92.46 | 73.83 | 82.62 | |
| TPbackbone=LLaVA-V1.5 [15]2026.04 | 59.07 | 57.01 | 55.51 | 64.79 | 89.26 | 65.13 | |
| FT-Lbackbone=LLaVA-V1.5 [15]2026.04 | 53 | 51.02 | 49.29 | 98.91 | 94.89 | 69.42 | |
| FT-Vbackbone=LLaVA-V1.5 [15]2026.04 | 52.85 | 51.57 | 48.63 | 100 | 92.55 | 69.12 | |
| SERACbackbone=LLaVA-V1.5 [15]2026.04 | 43.08 | 42.37 | 42.85 | 100 | 7.63 | 47.19 |