Multi-Task Incremental Learning on MTIL few-shot Order II (test)
88.8Accuracy (Food)MoE-Adapters
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MoE-AdaptersMetric Type=Transfer2026.05 | 88.8 | 64.7 | — | — | — | 59.5 | 89.1 | 71.2 | 65.3 | 18.2 | 87.9 | 44.2 | 54.6 | 68.2 | 64.7 | |
| Zero-shotzero-shot=true2026.05 | 88.5 | — | — | — | 64.7 | 59.4 | 89 | 71 | 65.2 | 24.3 | 88.4 | 44.6 | 54.9 | 68.2 | 65.3 | |
| DIMoE-AdaptersMetric Type=Transfer2026.05 | 88.5 | 65.4 | — | — | — | 58.9 | 89.1 | 71 | 65.9 | 24.4 | 88.5 | 44.7 | 55 | 68.2 | 65.4 | |
| DIMoE-AdaptersMetric Type=Avg.2026.05 | 87.8 | — | 71.4 | — | 70.6 | 85.2 | 90.4 | 83.2 | 69.7 | 29.6 | 89.4 | 49.7 | 60.8 | 69 | 71.4 | |
| DIMoE-AdaptersMetric Type=Last2026.05 | 87.7 | — | — | 77.9 | 70.5 | 91.1 | 90.9 | 90.4 | 72.9 | 35.8 | 91 | 62.6 | 86.8 | 77 | 77.9 | |
| ZSCLMetric Type=Transfer2026.05 | 87.3 | 62.8 | — | — | — | 64.8 | 85.3 | 67.9 | 64.5 | 18.9 | 86.6 | 43.6 | 43.2 | 65.7 | 62.8 | |
| MoE-AdaptersMetric Type=Avg.2026.05 | 87 | — | 69.5 | — | 61.2 | 87.3 | 89.1 | 79.3 | 68.5 | 23.4 | 89.4 | 49.9 | 60.8 | 68.8 | 69.5 | |
| MoE-AdaptersMetric Type=Last2026.05 | 87 | — | — | 75.7 | 59.4 | 91.8 | 89 | 84.1 | 71.9 | 29.4 | 91.4 | 64.2 | 88.8 | 75 | 75.7 | |
| ZSCLMetric Type=Avg.2026.05 | 85 | — | 67.6 | — | 70 | 79.8 | 86.1 | 79.4 | 68.3 | 21.8 | 88.8 | 48.8 | 49.3 | 66.5 | 67.6 | |
| 5-shot Full Fine-tuneshot-count=5-shot, fine-tune=full2026.05 | 83.3 | — | — | — | 65.4 | 96.6 | 84.9 | 92.9 | 71.3 | 30.6 | 93.5 | 65.1 | 91.7 | 76.8 | 77.5 | |
| ZSCLMetric Type=Last2026.05 | 82.7 | — | — | 71.8 | 67.4 | 78.7 | 85.7 | 81.3 | 71.2 | 25 | 92.5 | 62 | 72.2 | 74.4 | 71.8 | |
| LwF-VRMetric Type=Transfer2026.05 | 80.1 | 54.4 | — | — | — | 55.4 | 77.7 | 50.4 | 61.4 | 9.1 | 83.5 | 40.1 | 31.5 | 54.8 | 54.4 | |
| WiSE-FTMetric Type=Transfer2026.05 | 77.3 | 53.7 | — | — | — | 60 | 76.9 | 54.2 | 58 | 11.1 | 81.8 | 37.6 | 31.7 | 48.1 | 53.7 | |
| LwF-VRMetric Type=Avg.2026.05 | 76.9 | — | 60.1 | — | 63.3 | 71.4 | 79.1 | 68.9 | 65 | 13.4 | 86 | 45.7 | 36.3 | 55.3 | 60.1 | |
| LwF-VRMetric Type=Last2026.05 | 70.1 | — | — | 63.5 | 57.3 | 72.1 | 74.6 | 71.9 | 65.8 | 17.4 | 89.5 | 60 | 56 | 60.2 | 63.5 | |
| WiSE-FTMetric Type=Avg.2026.05 | 64.7 | — | 55.1 | — | 59.3 | 77.4 | 70.3 | 51.3 | 58.6 | 10.8 | 84.2 | 42 | 38.6 | 49.1 | 55.1 | |
| LwFMetric Type=Transfer2026.05 | 64.2 | 48.6 | — | — | — | 59.1 | 68.1 | 38.4 | 54.9 | 6.7 | 78 | 35.5 | 33.5 | 47.4 | 48.6 | |
| LwFMetric Type=Avg.2026.05 | 55 | — | 54.7 | — | 64.1 | 79.5 | 69.2 | 55.7 | 58.3 | 10.8 | 81.7 | 41.3 | 39.2 | 47.4 | 54.7 | |
| WiSE-FTMetric Type=Last2026.05 | 47.7 | — | — | 51.8 | 48.1 | 66.9 | 59.8 | 25 | 56.1 | 7.4 | 88.5 | 52.2 | 66.8 | 59.4 | 51.8 | |
| LwFMetric Type=Last2026.05 | 40.1 | — | — | 56.8 | 57.1 | 84.1 | 58.1 | 50.5 | 57.6 | 14.3 | 87.9 | 54.7 | 64 | 47 | 56.8 |