Continual Learning on Standard text-classification CL benchmark (test)
79.9Acc (Order-1)DualSelect-CL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DualSelect-CLBackbone=T5-large2026.06 | 79.9 | 79.8 | 79 | 79.6 | 6.2 | 6.3 | 6.9 | 6.5 | |
| CLoRABackbone=T5-large2026.06 | 79.7 | 79.1 | 78.2 | 79 | 7.1 | 7.6 | 8.3 | 7.7 | |
| GORPBackbone=T5-large2026.06 | 78.9 | 79.5 | 78.1 | 78.8 | 7.4 | 6.9 | 8 | 7.4 | |
| ReplayBackbone=T5-large2026.06 | 55.2 | 56.9 | 61.3 | 57.8 | 21.7 | 20.9 | 18.6 | 20.4 | |
| EWCBackbone=T5-large2026.06 | 48.7 | 47.7 | 54.5 | 50.3 | 25.9 | 26.8 | 22.1 | 24.9 | |
| SeqLoRABackbone=T5-large2026.06 | 44.6 | 32.7 | 53.7 | 43.7 | 36.8 | 44.6 | 29.9 | 37.1 |