Text Classification on Yahoo! Answers

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	BERT-ITPT-FiT	77.62	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
2	DRNN	76.26	No	-	-	-
3	DELTA (HAN)	75.1	No	DELTA: A DEep learning based Language Technology...	2019-08-02	Code
4	EXAM	74.8	No	Explicit Interaction Model towards Text Classifi...	2018-11-23	Code
5	DNC+CUW	74.3	No	Learning to Remember More with Less Memorization	2019-01-05	Code
6	ULMFiT (Small data)	74.3	No	Sampling Bias in Deep Active Classification: An ...	2019-09-20	Code
7	CCCapsNet	73.85	No	Compositional Coding Capsule Network with K-Mean...	2018-10-22	Code
8	SWEM-concat	73.53	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
9	FastText	72.3	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
10	Seq2CNN(50)	55.39	No	Abstractive Text Classification Using Sequence-t...	2018-05-20	Code

#1BERT-ITPT-FiTSOTA
77.62
Accuracy· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#2DRNN
76.26
Accuracy
No paper
#3DELTA (HAN)
75.1
Accuracy· 2019-08-02
DELTA: A DEep learning based Language Technology plAtform Code
#4EXAMSOTA
74.8
Accuracy· 2018-11-23
Explicit Interaction Model towards Text Classification Code
#5DNC+CUW
74.3
Accuracy· 2019-01-05
Learning to Remember More with Less Memorization Code
#6ULMFiT (Small data)
74.3
Accuracy· 2019-09-20
Sampling Bias in Deep Active Classification: An Empirical Study Code
#7CCCapsNetSOTA
73.85
Accuracy· 2018-10-22
Compositional Coding Capsule Network with K-Means Routing for Text Classification Code
#8SWEM-concatSOTA
73.53
Accuracy· 2018-05-24
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms Code
#9FastTextSOTA
72.3
Accuracy· 2016-07-06
Bag of Tricks for Efficient Text Classification Code
#10Seq2CNN(50)
55.39
Accuracy· 2018-05-20
Abstractive Text Classification Using Sequence-to-convolution Neural Networks Code