Sentiment Analysis on Yelp Binary classification

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Rank	Model	Error	Paper	Code	Year
1	XLNet	1.37	XLNet: Generalized Autoregressive Pretraining for Language Understanding	huggingface/transformers · PaddlePaddle/PaddleNLP · zihangdai/xlnet · +24	2019
2	BERT_large+ITPT	1.81	How to Fine-Tune BERT for Text Classification?	xuyige/BERT4doc-Classification · ongunuzaymacar/comparatively-finetuning-bert · uzaymacar/comparatively-finetuning-bert · +12	2019
3	LHTR	1.86	Heavy-tailed Representations, Text Polarity Classification & Data Augmentation		2020
4	BERT large	1.89	Unsupervised Data Augmentation for Consistency Training	google-research/uda · SanghunYun/UDA_pytorch · ildoonet/unsupervised-data-augmentation · +17	2019
5	BERT_base+ITPT	1.92	How to Fine-Tune BERT for Text Classification?	xuyige/BERT4doc-Classification · ongunuzaymacar/comparatively-finetuning-bert · uzaymacar/comparatively-finetuning-bert · +12	2019
6	BERT large finetune UDA	2.05	Unsupervised Data Augmentation for Consistency Training	google-research/uda · SanghunYun/UDA_pytorch · ildoonet/unsupervised-data-augmentation · +17	2019
7	ULMFiT	2.16	Universal Language Model Fine-tuning for Text Classification	fastai/fastai · mrdbourke/tensorflow-deep-learning · Socialbird-AILab/BERT-Classification-Tutorial · +63	2018
8	DPCNN	2.64	Deep Pyramid Convolutional Neural Networks for Text Categorization	Cheneng/DPCNN	2017
9	DRNN	2.73	Disconnected Recurrent Neural Networks for Text Categorization		2018
10	CNN	2.9	Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings		2016
11	Block-sparse LSTM	3.27	GPU Kernels for Block-Sparse Weights	openai/blocksparse	2017
12	CCCapsNet	3.52	Compositional Coding Capsule Network with K-Means Routing for Text Classification	leftthomas/CCCapsNet	2018
13	DNC+CUW	3.60	Learning to Remember More with Less Memorization	thaihungle/UW-DNC	2019
14	M-ACNN	3.89	Learning Context-Sensitive Convolutional Filters for Text Processing		2017
15	SRNN	3.96	Sliced Recurrent Neural Networks	zepingyu0512/srnn · MingyuLi19910814/Sliced-Recurrent-Neural-Network-Tensorflow2 · archanasgujar/DashBoard	2018
16	SWEM-hier	4.19	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	dinghanshen/SWEM · nyk510/scdv-python	2018
17	fastText, h=10, bigram	4.3	Bag of Tricks for Efficient Text Classification	facebookresearch/fastText · graykode/nlp-tutorial · brightmart/text_classification · +62	2016
18	LEAM	4.69	Joint Embedding of Words and Labels for Text Classification	guoyinwang/LEAM · ShuanDeMorian/Project_AT_News_Classification	2018
19	SVDCNN	4.74	Squeezed Very Deep Convolutional Neural Networks for Text Classification	lazarotm/SVDCNN	2019
20	Char-level CNN	4.88	Character-level Convolutional Networks for Text Classification	makcedward/nlpaug · gaussic/text-classification-cnn-rnn · zhangxiangxiao/Crepe · +27	2015