Text Classification on IMDb

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Rank	Model	Extra Training Data	Paper	Code	Year
1	BERT-ITPT-FiT		How to Fine-Tune BERT for Text Classification?	xuyige/BERT4doc-Classification · ongunuzaymacar/comparatively-finetuning-bert · uzaymacar/comparatively-finetuning-bert · +12	2019
2	HAHNN (CNN)		Hierarchical Attentional Hybrid Neural Networks for Document Classification	luisfredgs/cnn-hierarchical-network-for-document-classification · abhilash1910/MiniAttention	2019
3	Paragraph Vectors Le & Mikolov (2014)		Distributed Representations of Sentences and Documents	inejc/paragraph-vectors · eske/multivec · ibrahimsharaf/doc2vec · +24	2014
4	byte mLSTM7		A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	NLPrinceton/ALaCarte	2018
5	MPAD-path		Message Passing Attention Networks for Document Understanding	giannisnik/mpad · Tixierae/gow_tools	2019
6	Transductive SVM Johnson & Zhang ([2015b])		Semi-supervised Convolutional Neural Networks for Text Categorization via Region Embedding		2015
7	KD-LSTMreg		DocBERT: BERT for Document Classification	castorini/hedwig · dki-lab/covid19-classification · helenabalabin/covid-19-document-classification	2019
8	In-domain Pretraining+Semi-supervised		Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining	ShannonAI/Neural-Semi-Supervised-Learning-for-Text-Classification	2020
9	Document Classification Using Importance of Sentences		Improving Document-Level Sentiment Classification Using Importance of Sentences		2021
10	ERNIE-Doc		ERNIE-Doc: A Retrospective Long-Document Modeling Transformer	PaddlePaddle/PaddleNLP · JunnYu/x-transformers-paddle	2020
11	ERNIE-Doc-Large		ERNIE-Doc: A Retrospective Long-Document Modeling Transformer	PaddlePaddle/PaddleNLP · JunnYu/x-transformers-paddle	2020
12	Context-Aware Pipeline		Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud	dixiyao/Context-Aware-Compilation-of-DNN-Training-Pipelines-across-Edge-and-Cloud	2021
13	Heinsen Routing + RoBERTa-large	✓	An Algorithm for Routing Vectors in Sequences	glassroom/heinsen_routing	2022
14	BERT-ITPT-FiT		How to Fine-Tune BERT for Text Classification?	xuyige/BERT4doc-Classification · ongunuzaymacar/comparatively-finetuning-bert · uzaymacar/comparatively-finetuning-bert · +12	2019
15	HAHNN (CNN)		Hierarchical Attentional Hybrid Neural Networks for Document Classification	luisfredgs/cnn-hierarchical-network-for-document-classification · abhilash1910/MiniAttention	2019
16	Paragraph Vectors Le & Mikolov (2014)		Distributed Representations of Sentences and Documents	inejc/paragraph-vectors · eske/multivec · ibrahimsharaf/doc2vec · +24	2014
17	byte mLSTM7		A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	NLPrinceton/ALaCarte	2018
18	MPAD-path		Message Passing Attention Networks for Document Understanding	giannisnik/mpad · Tixierae/gow_tools	2019
19	Transductive SVM Johnson & Zhang ([2015b])		Semi-supervised Convolutional Neural Networks for Text Categorization via Region Embedding		2015
20	KD-LSTMreg		DocBERT: BERT for Document Classification	castorini/hedwig · dki-lab/covid19-classification · helenabalabin/covid-19-document-classification	2019