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