Multimodal Continual Instruction Tuning on CoIN
64.5Last AccuracyJoint
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JointBackbone=LLaVA-1.5-7B2026.06 | 64.5 | — | — | — | — | — | — | — | — | — | 63.1 | |
| ASRBackbone=Qwen2.5-VL-7B2026.06 | 63.2 | — | — | — | — | — | — | — | — | — | 61.8 | |
| ASRBackbone=InternVL3-8B2026.06 | 62.7 | — | — | — | — | — | — | — | — | — | 61.2 | |
| ASRBackbone=LLaVA-1.5-7B2026.06 | 61.4 | — | — | — | — | — | — | — | — | — | 60 | |
| D-MoLEBackbone=InternVL2-2B2026.06 | 60.3 | — | — | — | — | — | — | — | — | — | 58 | |
| Adapt-∞Backbone=LLaVA-1.5-7B2026.06 | 59.7 | — | — | — | — | — | — | — | — | — | 58.8 | |
| PCLRBackbone=LLaVA-7B2026.06 | 59.5 | — | — | — | — | — | — | — | — | — | 58.2 | |
| BranchLoRABackbone=LLaVA-1.5-7B2026.06 | 59.1 | — | — | — | — | — | — | — | — | — | 56.9 | |
| SEFEBackbone=LLaVA-1.5-7B2026.06 | 58.4 | — | — | — | — | — | — | — | — | — | 56.2 | |
| HiDe-LLaVABackbone=LLaVA-1.5-7B2026.06 | 57.2 | — | — | — | — | — | — | — | — | — | 55.1 | |
| MoELoRABackbone=LLaVA-1.5-7B2026.06 | 54.7 | — | — | — | — | — | — | — | — | — | 52.4 | |
| O-LoRABackbone=LLaVA-1.5-7B2026.06 | 52.1 | — | — | — | — | — | — | — | — | — | 49.8 | |
| LoRA-FTBackbone=LLaVA-1.5-7B2026.06 | 49.3 | — | — | — | — | — | — | — | — | — | 47.2 | |
| CODA-PromptBackbone=LLaVA-v1.5-7B2026.05 | — | 58.15 | 50.16 | 24.04 | 54.33 | 48.94 | 17.83 | 55.86 | 54.42 | 45.46 | — | |
| Continual LLaVABackbone=LLaVA-v1.5-7B2026.05 | — | 58.67 | 49.99 | 57.66 | 62.53 | 42.32 | 16.25 | 64.33 | 74.91 | 53.33 | — | |
| DRAPEBackbone=LLaVA-v1.5-7B2026.05 | — | 70.67 | 59.61 | 94.16 | 61.37 | 54.43 | 67.92 | 66.53 | 65.11 | 67.48 | — | |
| DualPromptBackbone=LLaVA-v1.5-7B2026.05 | — | 56.4 | 47.12 | 34.96 | 42.03 | 44.14 | 12.01 | 54.43 | 53.36 | 43.05 | — | |
| FinetuneBackbone=LLaVA-v1.5-7B2026.05 | — | 26 | 25.38 | 28.51 | 33.07 | 26.52 | 0.1 | 40 | 52.92 | 29.06 | — | |
| L2PBackbone=LLaVA-v1.5-7B2026.05 | — | 54.42 | 46.04 | 30.36 | 57.09 | 42.19 | 9.38 | 50.45 | 54.03 | 42.99 | — | |
| ModalPromptBackbone=LLaVA-v1.5-7B2026.05 | — | 68.42 | 56.4 | 41.13 | 61.11 | 50.13 | 36.69 | 66.9 | 59.68 | 55.06 | — | |
| MoELoRABackbone=LLaVA-v1.5-7B2026.05 | — | 47.34 | 32.91 | 38.73 | 37.15 | 42.48 | 0.97 | 42.77 | 57.5 | 37.48 | — | |
| ProgLoRABackbone=LLaVA-v1.5-7B2026.05 | — | 74.84 | 51.83 | 83.9 | 49.93 | 53.87 | 31.19 | 62.71 | 64.44 | 59.09 | — |