Fine-grained class-level continual learning on MMLU-Pro, MATH, and TACO Average
59Average Accuracy (AA)MasFACT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MasFACTReplay-based=false2026.05 | 59 | -2.09 | |
| MasRouterReplay-based=true2026.05 | 57.63 | 2.11 | |
| ARGDesignerReplay-based=true2026.05 | 56.71 | 2.85 | |
| ARGDesignerReplay-based=false2026.05 | 53.37 | 3.64 | |
| GDesignerReplay-based=true2026.05 | 53.35 | 2.94 | |
| MasRouterReplay-based=false2026.05 | 52.61 | 4.76 | |
| GDesignerReplay-based=false2026.05 | 52.08 | 3.99 | |
| AgentDropoutReplay-based=true2026.05 | 46.66 | 4.65 | |
| AFLOWReplay-based=true2026.05 | 45.42 | 3.35 | |
| AgentDropoutReplay-based=false2026.05 | 41.58 | 5.71 | |
| AFLOWReplay-based=false2026.05 | 40.67 | 5.95 |