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ASC (19 tasks)
Continual Learning on ASC (19 tasks)
Metric: F1 - macro (higher is better)
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F1 - macro (best first)
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Model name (A→Z)
#
Model
↕
F1 - macro
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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
#1
Multi-task Learning (MTL; Upper Bound)
SOTA
0.8811
F1 - macro
· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
Code
#2
CTR
0.8362
F1 - macro
· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
Code
#3
B-CL
0.814
F1 - macro
· 2021-12-06
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks
Code
#4
LAMOL
SOTA
0.8059
F1 - macro
· 2019-09-07
LAMOL: LAnguage MOdeling for Lifelong Language Learning
Code
#5
OWM
SOTA
0.7931
F1 - macro
· 2018-09-29
Continual Learning of Context-dependent Processing in Neural Networks
Code
#6
A-GEM
0.7844
F1 - macro
· 2018-12-02
Efficient Lifelong Learning with A-GEM
Code
#7
HAT
SOTA
0.7816
F1 - macro
· 2018-01-04
Overcoming catastrophic forgetting with hard attention to the task
Code
#8
Independent Learning (ONE)
0.7807
F1 - macro
· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
Code
#9
KAN
0.7738
F1 - macro
· 2021-12-18
Continual Learning with Knowledge Transfer for Sentiment Classification
Code
#10
Naive Continual Learning (NCL)
0.7664
F1 - macro
· 2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
Code
#11
UCL
0.7599
F1 - macro
· 2019-05-28
Uncertainty-based Continual Learning with Adaptive Regularization
Code
#12
DER++
0.7508
F1 - macro
· 2020-04-15
Dark Experience for General Continual Learning: a Strong, Simple Baseline
Code
#13
EWC
SOTA
0.7452
F1 - macro
· 2016-12-02
Overcoming catastrophic forgetting in neural networks
Code
#14
CAT
0.6864
F1 - macro
· 2021-12-18
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks
Code
#15
L2
0.5243
F1 - macro
· 2016-12-02
Overcoming catastrophic forgetting in neural networks
Code