Class Incremental Learning on 20NG (test)
97.06AccuracyDKVB-NP Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DKVB-NP OracleModel=BERT (frozen)2024.12 | 97.06 | 95.84 | |
| EWCModel=BERT (frozen)2024.12 | 96.8 | 96.8 | |
| NCLModel=BERT (frozen)2024.12 | 96.35 | 96.31 | |
| DKVB-NP GenericModel=BERT (frozen)2024.12 | 96.3 | 96.27 | |
| CTRModel=Adapter-BERT2024.12 | 95.53 | 95.52 | |
| DKVB-P OracleModel=BERT (frozen)2024.12 | 95.22 | 95.09 | |
| DKVB-P GenericModel=BERT (frozen)2024.12 | 92.76 | 92.73 | |
| OWMModel=BERT (frozen)2024.12 | 88.8 | 88.16 | |
| NCLModel=Adapter-BERT2024.12 | 65.61 | 58.62 | |
| DER++Model=BERT (frozen)2024.12 | 59.68 | 47.62 | |
| DKVB-NP IncrementalModel=BERT (frozen)2024.12 | 59.67 | 54.58 | |
| DKVB-P IncrementalModel=BERT (frozen)2024.12 | 57.81 | 52.89 | |
| NCLModel=BERT2024.12 | 53.95 | 38.94 |