Fine-grained Class-level Continual Learning on MMLU-PRO (session=13)
46.93Average Accuracy (AA)MasFACT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MasFACTReplay-based=false2026.05 | 46.93 | -0.78 | |
| ARGDesignerReplay-based=true2026.05 | 45.9 | 1.06 | |
| MasRouterReplay-based=true2026.05 | 43.75 | 1.95 | |
| GDesignerReplay-based=false2026.05 | 41.67 | 2.34 | |
| MasRouterReplay-based=false2026.05 | 40.1 | 4.06 | |
| AgentDropoutReplay-based=true2026.05 | 39.33 | 4.29 | |
| GDesignerReplay-based=true2026.05 | 37.95 | 2.93 | |
| ARGDesignerReplay-based=false2026.05 | 37.56 | 2.59 | |
| AFLOWReplay-based=true2026.05 | 35.1 | 2.78 | |
| AgentDropoutReplay-based=false2026.05 | 32.67 | 5.79 | |
| AFLOWReplay-based=false2026.05 | 29.77 | 6.27 |