Continual Instruction Tuning on UCIT 1.0 (test)
91.07ImageNet-R ScoreDynamic Gradient Guidance
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Dynamic Gradient GuidanceBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Replay samples=2k2025.11 | 91.07 | 91.37 | 59.4 | 73.03 | 71.67 | 56.35 | 73.82 | |
| MultiTaskBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Context=Upper bound2025.11 | 90.63 | 91.3 | 61.81 | 73.9 | 73.6 | 57.45 | 74.78 | |
| DISCOBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Replay samples=2k2025.11 | 87.43 | 93.07 | 46.96 | 68.13 | 65.7 | 56.69 | 69.66 | |
| HiDEBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Replay samples=2k2025.11 | 84.03 | 90.73 | 44.43 | 58.93 | 41.37 | 54.25 | 62.29 | |
| SEFEBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Replay samples=2k2025.11 | 80.83 | 78 | 47.01 | 69.63 | 65.83 | 57.92 | 66.54 | |
| CL-MoEBackbone=LLaVA-7B, Tuning=LoRA (rank 48), Replay samples=2k2025.11 | 66.33 | 77 | 44.78 | 51.87 | 53.53 | 57.42 | 58.49 |