Sentiment Analysis on Yelp Fine-grained classification

Metric: Error (lower is better)

LeaderboardDataset

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#	Model↕	Error▲	Extra Data	Paper	Date↕	Code
1	XLNet	27.05	No	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
2	BERT_large+ITPT	28.62	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
3	BERT large	29.32	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
4	BERT_base+ITPT	29.42	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
5	ULMFiT	29.98	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
6	DPCNN	30.58	No	-	-	Code
7	DRNN	30.85	No	-	-	-
8	BERT large finetune UDA	32.08	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
9	CNN	32.39	No	Supervised and Semi-Supervised Text Categorizati...	2016-02-07	-
10	BiLSTM generalized pooling	33.45	No	Enhancing Sentence Embedding with Generalized Po...	2018-06-26	Code
11	CCCapsNet	34.15	No	Compositional Coding Capsule Network with K-Mean...	2018-10-22	Code
12	DNC+CUW	34.4	No	Learning to Remember More with Less Memorization	2019-01-05	Code
13	LEAM	35.91	No	Joint Embedding of Words and Labels for Text Cla...	2018-05-10	Code
14	FastText	36.1	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
15	SWEM-hier	36.21	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
16	Char-level CNN	37.95	No	Character-level Convolutional Networks for Text ...	2015-09-04	Code
17	SVDCNN	46.8	No	Squeezed Very Deep Convolutional Neural Networks...	2019-01-28	Code

#1XLNetSOTA
27.05
Error· 2019-06-19
XLNet: Generalized Autoregressive Pretraining for Language Understanding Code
#2BERT_large+ITPTSOTA
28.62
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#3BERT largeSOTA
29.32
Error· 2019-04-29
Unsupervised Data Augmentation for Consistency Training Code
#4BERT_base+ITPT
29.42
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#5ULMFiTSOTA
29.98
Error· 2018-01-18
Universal Language Model Fine-tuning for Text Classification Code
#6DPCNN
30.58
Error
No paperCode
#7DRNN
30.85
Error
No paper
#8BERT large finetune UDA
32.08
Error· 2019-04-29
Unsupervised Data Augmentation for Consistency Training Code
#9CNNSOTA
32.39
Error· 2016-02-07
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings
#10BiLSTM generalized pooling
33.45
Error· 2018-06-26
Enhancing Sentence Embedding with Generalized Pooling Code
#11CCCapsNet
34.15
Error· 2018-10-22
Compositional Coding Capsule Network with K-Means Routing for Text Classification Code
#12DNC+CUW
34.4
Error· 2019-01-05
Learning to Remember More with Less Memorization Code
#13LEAM
35.91
Error· 2018-05-10
Joint Embedding of Words and Labels for Text Classification Code
#14FastText
36.1
Error· 2016-07-06
Bag of Tricks for Efficient Text Classification Code
#15SWEM-hier
36.21
Error· 2018-05-24
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms Code
#16Char-level CNNSOTA
37.95
Error· 2015-09-04
Character-level Convolutional Networks for Text Classification Code
#17SVDCNN
46.8
Error· 2019-01-28
Squeezed Very Deep Convolutional Neural Networks for Text Classification Code