Class Incremental Learning on 20NG
29.77Average Backward Transfer (BWT)NCL
Evaluation Results
| Method | Links | |
|---|---|---|
| NCLModel=BERT2024.12 | 29.77 | |
| DKVB-P IncrementalModel=BERT (frozen)2024.12 | 29.05 | |
| DKVB-NP IncrementalModel=BERT (frozen)2024.12 | 27.73 | |
| DER++Model=BERT (frozen)2024.12 | 27.11 | |
| NCLModel=Adapter-BERT2024.12 | 20.01 | |
| OWMModel=BERT (frozen)2024.12 | 15.44 | |
| DKVB-P GenericModel=BERT (frozen)2024.12 | 4.94 | |
| CTRModel=Adapter-BERT2024.12 | 0.5 | |
| DKVB-P OracleModel=BERT (frozen)2024.12 | 0.41 | |
| NCLModel=BERT (frozen)2024.12 | 0.38 | |
| DKVB-NP GenericModel=BERT (frozen)2024.12 | 0.29 | |
| EWCModel=BERT (frozen)2024.12 | 0.27 | |
| DKVB-NP OracleModel=BERT (frozen)2024.12 | 0.12 |