Sentiment Analysis on Yelp Binary classification

Metric: Error (lower is better)

LeaderboardDataset

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#	Model↕	Error▲	Extra Data	Paper	Date↕	Code
1	XLNet	1.37	No	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
2	BERT_large+ITPT	1.81	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
3	LHTR	1.86	No	Heavy-tailed Representations, Text Polarity Clas...	2020-03-25	-
4	BERT large	1.89	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
5	BERT_base+ITPT	1.92	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
6	BERT large finetune UDA	2.05	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
7	ULMFiT	2.16	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
8	DPCNN	2.64	No	-	-	Code
9	DRNN	2.73	No	-	-	-
10	CNN	2.9	No	Supervised and Semi-Supervised Text Categorizati...	2016-02-07	-
11	Block-sparse LSTM	3.27	No	-	-	Code
12	CCCapsNet	3.52	No	Compositional Coding Capsule Network with K-Mean...	2018-10-22	Code
13	DNC+CUW	3.6	No	Learning to Remember More with Less Memorization	2019-01-05	Code
14	M-ACNN	3.89	No	Learning Context-Sensitive Convolutional Filters...	2017-09-25	-
15	SRNN	3.96	No	Sliced Recurrent Neural Networks	2018-07-06	Code
16	SWEM-hier	4.19	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
17	fastText, h=10, bigram	4.3	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
18	LEAM	4.69	No	Joint Embedding of Words and Labels for Text Cla...	2018-05-10	Code
19	SVDCNN	4.74	No	Squeezed Very Deep Convolutional Neural Networks...	2019-01-28	Code
20	Char-level CNN	4.88	No	Character-level Convolutional Networks for Text ...	2015-09-04	Code

#1XLNetSOTA
1.37
Error· 2019-06-19
XLNet: Generalized Autoregressive Pretraining for Language Understanding Code
#2BERT_large+ITPTSOTA
1.81
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#3LHTR
1.86
Error· 2020-03-25
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation
#4BERT largeSOTA
1.89
Error· 2019-04-29
Unsupervised Data Augmentation for Consistency Training Code
#5BERT_base+ITPT
1.92
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#6BERT large finetune UDASOTA
2.05
Error· 2019-04-29
Unsupervised Data Augmentation for Consistency Training Code
#7ULMFiTSOTA
2.16
Error· 2018-01-18
Universal Language Model Fine-tuning for Text Classification Code
#8DPCNN
2.64
Error
No paperCode
#9DRNN
2.73
Error
No paper
#10CNNSOTA
2.9
Error· 2016-02-07
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings
#11Block-sparse LSTM
3.27
Error
No paperCode
#12CCCapsNet
3.52
Error· 2018-10-22
Compositional Coding Capsule Network with K-Means Routing for Text Classification Code
#13DNC+CUW
3.6
Error· 2019-01-05
Learning to Remember More with Less Memorization Code
#14M-ACNN
3.89
Error· 2017-09-25
Learning Context-Sensitive Convolutional Filters for Text Processing
#15SRNN
3.96
Error· 2018-07-06
Sliced Recurrent Neural Networks Code
#16SWEM-hier
4.19
Error· 2018-05-24
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms Code
#17fastText, h=10, bigram
4.3
Error· 2016-07-06
Bag of Tricks for Efficient Text Classification Code
#18LEAM
4.69
Error· 2018-05-10
Joint Embedding of Words and Labels for Text Classification Code
#19SVDCNN
4.74
Error· 2019-01-28
Squeezed Very Deep Convolutional Neural Networks for Text Classification Code
#20Char-level CNNSOTA
4.88
Error· 2015-09-04
Character-level Convolutional Networks for Text Classification Code