Continual Learning on SuperNI (Order 1)
49.48APSPA + SABER-P
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPA + SABER-PBackbone=LLaMA-2-7B2026.05 | 49.48 | 2.18 | |
| SPA + SABER-LBackbone=LLaMA-2-7B2026.05 | 49.21 | 2.75 | |
| FPP + SABER-PBackbone=LLaMA-2-7B2026.05 | 48.65 | 2.13 | |
| FPP + SABER-LBackbone=LLaMA-2-7B2026.05 | 47.12 | 1.9 | |
| SAPTBackbone=LLaMA-2-7B2026.05 | 46.98 | -0.75 | |
| FPP + SABER-LBackbone=T5-Large2026.05 | 46.08 | 1.9 | |
| FPP + SABER-PBackbone=T5-Large2026.05 | 45.5 | 1.86 | |
| SPA + SABER-PBackbone=T5-Large2026.05 | 45.21 | 1.22 | |
| SHLPTBackbone=LLaMA-2-7B2026.05 | 44.97 | -0.45 | |
| SPA + SABER-LBackbone=T5-Large2026.05 | 44.28 | 1.12 | |
| SHLPTBackbone=T5-Large2026.05 | 43.87 | -0.11 | |
| SAPTBackbone=T5-Large2026.05 | 43.76 | -0.54 | |
| CODA PromptBackbone=T5-Large2026.05 | 42.34 | -0.98 | |
| ProgPromptBackbone=LLaMA-2-7B2026.05 | 40.65 | -0.26 | |
| LFPTBackbone=LLaMA-2-7B2026.05 | 38.88 | -0.98 | |
| ProgPromptBackbone=T5-Large2026.05 | 38.84 | -0.27 | |
| ReplayBackbone=LLaMA-2-7B2026.05 | 37.48 | -21.47 | |
| LFPT5Backbone=T5-Large2026.05 | 36.43 | -0.32 | |
| ReplayBackbone=T5-Large2026.05 | 33.65 | -14.2 | |
| L2PBackbone=T5-Large2026.05 | 14.32 | -1.54 |