Domain-Incremental Learning on MLLM-CL
85.68RS Scoreϕ-DPO
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ϕ-DPOrelay data=false2026.02 | 85.68 | 69.74 | 57.73 | 61.55 | 95.28 | 74.29 | 74 | 75.68 | -0.37 | |
| MR-LoRArelay data=false2026.02 | 80.87 | 65.32 | 54.12 | 56.71 | 91.12 | 69.64 | 69.63 | 71.06 | -0.01 | |
| SEFErelay data=true2026.02 | 78.43 | 52.85 | 46.21 | 47.76 | 89.33 | 66.89 | 62.92 | 66.51 | -4.97 | |
| DISCOrelay data=true2026.02 | 77.78 | 46.25 | 50.45 | 49.51 | 89.71 | 65.27 | 62.74 | 64.92 | -3.17 | |
| MoELoRArelay data=true2026.02 | 77.63 | 49.54 | 39.08 | 41.04 | 89.21 | 66.24 | 59.3 | 64.81 | -8.68 | |
| MoELoRArelay data=false2026.02 | 77.54 | 41.85 | 27.62 | 40.13 | 86.75 | 64.94 | 54.78 | 61.76 | -12.7 | |
| SEFErelay data=false2026.02 | 77.26 | 50.37 | 37.21 | 40.87 | 86.82 | 65.01 | 58.51 | 63.63 | -8.13 | |
| O-LoRArelay data=true2026.02 | 76.94 | 41.17 | 34.18 | 39.61 | 83.22 | 60.49 | 55.02 | 60.73 | -6.83 | |
| CL-MoErelay data=true2026.02 | 76.58 | 52.31 | 39.65 | 45.64 | 90.21 | 66.65 | 60.88 | 64.95 | -7.22 | |
| LoRA-FTrelay data=true2026.02 | 76.54 | 50.27 | 43.01 | 43.32 | 89.85 | 66.32 | 60.6 | 64.72 | -7.15 | |
| DISCOrelay data=false2026.02 | 76.03 | 45.2 | 43.79 | 42.33 | 88.95 | 64.43 | 59.26 | 63.35 | -6.46 | |
| HiDerelay data=true2026.02 | 74.8 | 42.29 | 34.03 | 38.01 | 79.22 | 60.83 | 53.67 | 61.81 | -8.95 | |
| O-LoRArelay data=false2026.02 | 74.64 | 44.42 | 30.02 | 41.47 | 87.15 | 65.16 | 55.54 | 62.12 | -12.03 | |
| HiDerelay data=false2026.02 | 74.31 | 48.95 | 33.21 | 38.54 | 81.55 | 60.77 | 55.31 | 60.68 | -6.82 | |
| CL-MoErelay data=false2026.02 | 71.34 | 46.84 | 26.33 | 41.17 | 88.74 | 66.06 | 54.88 | 61.79 | -13.96 | |
| LoRA-FTrelay data=false2026.02 | 69.65 | 41.59 | 25.43 | 40.88 | 87.45 | 64.98 | 53 | 61.13 | -14.97 | |
| Zeroshot2026.02 | 32.29 | 28.28 | 15.59 | 35.55 | 62.56 | 34.85 | — | — | — |