Continual Learning on ASC (19 tasks)

Metric: F1 - macro (higher is better)

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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