Continual Instruction Tuning on CoIN benchmark
83.59ScienceQA AccuracyStrLoRA
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StrLoRA2026.05 | 83.59 | 61.87 | 59.49 | 61.04 | 38.74 | 59.8 | 64.8 | 65.5 | 68.42 | 61.85 | 67.9 | -6.57 | |
| SMoLoRA2026.05 | 79.75 | 47.99 | 93.88 | 42.44 | 46.03 | 17.8 | 53.64 | 57.69 | 63.82 | 54.9 | 63.01 | -8.92 | |
| ProgLoRA2026.05 | 74.84 | 51.83 | 83.9 | 49.93 | 53.87 | 31.19 | 62.71 | 64.44 | 65.68 | 59.09 | 62.38 | -6.59 | |
| MoELoRA2026.05 | 72.91 | 48.82 | 9.58 | 42.55 | 36.7 | 3.4 | 48.62 | 63.87 | 62.63 | 40.81 | 45 | -21.83 | |
| KSS-MoE2026.05 | 68.73 | 54.79 | 57.33 | 52.11 | 42.86 | 15.37 | 60.69 | 47.68 | 61.2 | 49.95 | 59.99 | -11.25 | |
| BranchLoRA2026.05 | 68.24 | 40.18 | 24.6 | 41.4 | 49.83 | 15.94 | 51.23 | 62.14 | 65.18 | 44.2 | 49.94 | -20.98 |