Few-Shot Multi-Task Incremental Learning on MTIL FS OrderI
69.9Transfer ValueiGSP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| iGSP2026.05 | 69.9 | 0.5 | 71.9 | 6.6 | 76.1 | 10.8 | |
| Zero-shotevaluation_mode=Zero-shot2026.05 | 69.4 | 0 | 65.3 | 0 | 65.3 | 0 | |
| MoE-Adapter++2026.05 | 69.3 | -0.1 | 71.7 | 6.4 | 76.3 | 11 | |
| MoE-Adapter2026.05 | 68.9 | -0.5 | 71.4 | 6.1 | 76.1 | 10.8 | |
| ZSCL2026.05 | 65.3 | -4.1 | 64.4 | -0.9 | 67.4 | 2.1 | |
| LwF-VR2026.05 | 60.1 | -9.3 | 62.5 | -2.8 | 66.9 | -0.4 | |
| WiSE-FT2026.05 | 57.7 | -11.7 | 63.7 | -1.6 | 71.9 | 6.6 | |
| Continual-FTevaluation_mode=Continual Fine-Tuning2026.05 | 51.2 | -18.2 | 58.5 | -6.8 | 67.1 | 1.8 | |
| LwF2026.05 | 50 | -19.4 | 49.2 | -16.1 | 46.5 | -18.8 |