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ResearchFormerly WizWand

Class Incremental Learning on 20NG

29.77Average Backward Transfer (BWT)NCL
-1.0666.939514.94522.9505Dec 11, 2024
Updated 7mo ago

Evaluation results

MethodLinks
NCLModel=BERT2024.1229.77
DKVB-P IncrementalModel=BERT (frozen)2024.1229.05
DKVB-NP IncrementalModel=BERT (frozen)2024.1227.73
DER++Model=BERT (frozen)2024.1227.11
NCLModel=Adapter-BERT2024.1220.01
OWMModel=BERT (frozen)2024.1215.44
DKVB-P GenericModel=BERT (frozen)2024.124.94
CTRModel=Adapter-BERT2024.120.5
DKVB-P OracleModel=BERT (frozen)2024.120.41
NCLModel=BERT (frozen)2024.120.38
DKVB-NP GenericModel=BERT (frozen)2024.120.29
EWCModel=BERT (frozen)2024.120.27
DKVB-NP OracleModel=BERT (frozen)2024.120.12