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Continual Learning On Asc 19 Tasks

評価指標

F1 - macro

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
F1 - macro
Paper TitleRepository
OWM0.7931Continual Learning of Context-dependent Processing in Neural Networks-
CTR0.8362Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning-
CAT0.6864Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks-
B-CL0.8140Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks-
KAN0.7738Continual Learning with Knowledge Transfer for Sentiment Classification-
A-GEM0.7844Efficient Lifelong Learning with A-GEM-
L20.5243Overcoming catastrophic forgetting in neural networks-
UCL0.7599Uncertainty-based Continual Learning with Adaptive Regularization-
DER++0.7508Dark Experience for General Continual Learning: a Strong, Simple Baseline-
EWC0.7452Overcoming catastrophic forgetting in neural networks-
HAT0.7816Overcoming catastrophic forgetting with hard attention to the task-
Naive Continual Learning (NCL)0.7664Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning-
LAMOL0.8059LAMOL: LAnguage MOdeling for Lifelong Language Learning-
Multi-task Learning (MTL; Upper Bound)0.8811Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning-
Independent Learning (ONE)0.7807Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning-
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Continual Learning On Asc 19 Tasks | SOTA | HyperAI超神経