Domain-incremental continual instruction tuning on MEDICINE CHART MATH
69.45Medicine AvgINDUCEKV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| INDUCEKVBackbone / Protocol=LLaVA-OV-4B, variant=default2026.07 | 69.45 | 43.16 | 40.82 | 51.14 | |
| INDUCEKVBackbone / Protocol=LLaVA-1.5, variant=matched2026.07 | 68.92 | 42.65 | 40.44 | 50.67 | |
| SMoEBackbone / Protocol=LLaVA-1.52026.07 | 67.7 | 41.28 | 39.1 | 49.36 | |
| O-LoRABackbone / Protocol=LLaVA-1.52026.07 | 56.77 | 34.12 | 36.52 | 42.47 | |
| M-LoRABackbone / Protocol=LLaVA-1.52026.07 | 53.41 | 29.86 | 30.97 | 38.08 | |
| L-SMoEBackbone / Protocol=LLaVA-1.52026.07 | 51.63 | 28.59 | 38.19 | 39.47 | |
| CODABackbone / Protocol=LLaVA-1.52026.07 | 48.55 | 23.23 | 34.19 | 35.32 | |
| MoELoRABackbone / Protocol=LLaVA-1.52026.07 | 46.83 | 19.73 | 38.06 | 34.87 | |
| SMoELoRABackbone / Protocol=LLaVA-1.52026.07 | 46.71 | 18.87 | 35.1 | 33.56 | |
| LwFBackbone / Protocol=LLaVA-1.52026.07 | 46.67 | 20.55 | 35.87 | 34.36 | |
| EWCBackbone / Protocol=LLaVA-1.52026.07 | 44.79 | 18.19 | 35.55 | 32.84 | |
| ReplayBackbone / Protocol=LLaVA-1.52026.07 | 42.54 | 15.9 | 36.79 | 31.74 |