Continual Learning on ASC (19 tasks)

Metric: F1 - macro (higher is better)

LeaderboardDataset

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#	Model↕	F1 - macro▼	Augmentations	Paper	Date↕	Code
1	Multi-task Learning (MTL; Upper Bound)	0.8811	No	Achieving Forgetting Prevention and Knowledge Tr...	2021-12-05	Code
2	CTR	0.8362	No	Achieving Forgetting Prevention and Knowledge Tr...	2021-12-05	Code
3	B-CL	0.814	No	Adapting BERT for Continual Learning of a Sequen...	2021-12-06	Code
4	LAMOL	0.8059	No	LAMOL: LAnguage MOdeling for Lifelong Language L...	2019-09-07	Code
5	OWM	0.7931	No	Continual Learning of Context-dependent Processi...	2018-09-29	Code
6	A-GEM	0.7844	No	Efficient Lifelong Learning with A-GEM	2018-12-02	Code
7	HAT	0.7816	No	Overcoming catastrophic forgetting with hard att...	2018-01-04	Code
8	Independent Learning (ONE)	0.7807	No	Achieving Forgetting Prevention and Knowledge Tr...	2021-12-05	Code
9	KAN	0.7738	No	Continual Learning with Knowledge Transfer for S...	2021-12-18	Code
10	Naive Continual Learning (NCL)	0.7664	No	Achieving Forgetting Prevention and Knowledge Tr...	2021-12-05	Code
11	UCL	0.7599	No	Uncertainty-based Continual Learning with Adapti...	2019-05-28	Code
12	DER++	0.7508	No	Dark Experience for General Continual Learning: ...	2020-04-15	Code
13	EWC	0.7452	No	Overcoming catastrophic forgetting in neural net...	2016-12-02	Code
14	CAT	0.6864	No	Continual Learning of a Mixed Sequence of Simila...	2021-12-18	Code
15	L2	0.5243	No	Overcoming catastrophic forgetting in neural net...	2016-12-02	Code

#1Multi-task Learning (MTL; Upper Bound)SOTA
0.8811
F1 - macro· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Code
#2CTR
0.8362
F1 - macro· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Code
#3B-CL
0.814
F1 - macro· 2021-12-06
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Code
#4LAMOLSOTA
0.8059
F1 - macro· 2019-09-07
LAMOL: LAnguage MOdeling for Lifelong Language Learning Code
#5OWMSOTA
0.7931
F1 - macro· 2018-09-29
Continual Learning of Context-dependent Processing in Neural Networks Code
#6A-GEM
0.7844
F1 - macro· 2018-12-02
Efficient Lifelong Learning with A-GEM Code
#7HATSOTA
0.7816
F1 - macro· 2018-01-04
Overcoming catastrophic forgetting with hard attention to the task Code
#8Independent Learning (ONE)
0.7807
F1 - macro· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Code
#9KAN
0.7738
F1 - macro· 2021-12-18
Continual Learning with Knowledge Transfer for Sentiment Classification Code
#10Naive Continual Learning (NCL)
0.7664
F1 - macro· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Code
#11UCL
0.7599
F1 - macro· 2019-05-28
Uncertainty-based Continual Learning with Adaptive Regularization Code
#12DER++
0.7508
F1 - macro· 2020-04-15
Dark Experience for General Continual Learning: a Strong, Simple Baseline Code
#13EWCSOTA
0.7452
F1 - macro· 2016-12-02
Overcoming catastrophic forgetting in neural networks Code
#14CAT
0.6864
F1 - macro· 2021-12-18
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Code
#15L2
0.5243
F1 - macro· 2016-12-02
Overcoming catastrophic forgetting in neural networks Code