Sentiment Analysis on Yelp Binary classification

Metric: Error (lower is better)

LeaderboardDataset

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Results

#	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