Continual Learning on DSC (10 tasks)

Metric: F1 - macro (higher is better)

LeaderboardDataset

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#	Model↕	F1 - macro▼	Augmentations	Paper	Date↕	Code
1	CTR	0.8875	No	Achieving Forgetting Prevention and Knowledge Tr...	2021-12-05	Code
2	CAT	0.8651	No	Continual Learning of a Mixed Sequence of Simila...	2021-12-18	Code
3	HAT	0.8614	No	Overcoming catastrophic forgetting with hard att...	2018-01-04	Code
4	KAN	0.8123	No	Continual Learning with Knowledge Transfer for S...	2021-12-18	Code
5	B-CL	0.7651	No	Adapting BERT for Continual Learning of a Sequen...	2021-12-06	Code
6	EWC	0.6576	No	Overcoming catastrophic forgetting in neural net...	2016-12-02	Code

#1CTRSOTA
0.8875
F1 - macro· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Code
#2CAT
0.8651
F1 - macro· 2021-12-18
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Code
#3HATSOTA
0.8614
F1 - macro· 2018-01-04
Overcoming catastrophic forgetting with hard attention to the task Code
#4KAN
0.8123
F1 - macro· 2021-12-18
Continual Learning with Knowledge Transfer for Sentiment Classification Code
#5B-CL
0.7651
F1 - macro· 2021-12-06
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Code
#6EWCSOTA
0.6576
F1 - macro· 2016-12-02
Overcoming catastrophic forgetting in neural networks Code