Text Classification on 20NEWS

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	LinearSVM+TFIDF	93	No	A Comparison of SVM against Pre-trained Language...	2022-11-04	-
2	RoBERTaGCN	89.5	No	BertGCN: Transductive Text Classification by Com...	2021-05-12	Code
3	SSGC	88.6	No	-	-	Code
4	SGC	88.5	Yes	Simplifying Graph Convolutional Networks	2019-02-19	Code
5	SGCN	88.5	Yes	Simplifying Graph Convolutional Networks	2019-02-19	Code
6	RMDL (15 RDLs)	87.91	No	RMDL: Random Multimodel Deep Learning for Classi...	2018-05-03	Code
7	Sparse Tensor Classifier	87.3	No	An Explainable Probabilistic Classifier for Cate...	2021-05-26	Code
8	GraphStar	86.9	No	Graph Star Net for Generalized Multi-Task Learning	2019-06-21	Code
9	NABoE-full	86.8	No	Neural Attentive Bag-of-Entities Model for Text ...	2019-09-03	Code
10	Text GCN	86.34	Yes	Graph Convolutional Networks for Text Classifica...	2018-09-15	Code
11	SCDV-MS	86.19	No	Improving Document Classification with Multi-Sen...	2019-11-18	Code
12	TextEnt-full	84.5	No	Representation Learning of Entities and Document...	2018-06-08	Code
13	SSNMF	81.88	No	Semi-supervised NMF Models for Topic Modeling in...	2020-10-15	Code
14	ApproxRepSet	76.18	No	Rep the Set: Neural Networks for Learning Set Re...	2019-04-03	Code
15	REL-RWMD k-NN	74.78	No	Speeding up Word Mover's Distance and its varian...	2019-12-01	Code
16	Orthogonalized Soft VSM	70.28	No	Text classification with word embedding regulari...	2020-03-10	Code

#1LinearSVM+TFIDFSOTA
93
Accuracy· 2022-11-04
A Comparison of SVM against Pre-trained Language Models (PLMs) for Text Classification Tasks
#2RoBERTaGCNSOTA
89.5
Accuracy· 2021-05-12
BertGCN: Transductive Text Classification by Combining GCN and BERT Code
#3SSGC
88.6
Accuracy
No paperCode
#4SGCSOTA
88.5
Accuracy· Extra Data· 2019-02-19
Simplifying Graph Convolutional Networks Code
#5SGCN
88.5
Accuracy· Extra Data· 2019-02-19
Simplifying Graph Convolutional Networks Code
#6RMDL (15 RDLs)SOTA
87.91
Accuracy· 2018-05-03
RMDL: Random Multimodel Deep Learning for Classification Code
#7Sparse Tensor Classifier
87.3
Accuracy· 2021-05-26
An Explainable Probabilistic Classifier for Categorical Data Inspired to Quantum Physics Code
#8GraphStar
86.9
Accuracy· 2019-06-21
Graph Star Net for Generalized Multi-Task Learning Code
#9NABoE-full
86.8
Accuracy· 2019-09-03
Neural Attentive Bag-of-Entities Model for Text Classification Code
#10Text GCN
86.34
Accuracy· Extra Data· 2018-09-15
Graph Convolutional Networks for Text Classification Code
#11SCDV-MS
86.19
Accuracy· 2019-11-18
Improving Document Classification with Multi-Sense Embeddings Code
#12TextEnt-full
84.5
Accuracy· 2018-06-08
Representation Learning of Entities and Documents from Knowledge Base Descriptions Code
#13SSNMF
81.88
Accuracy· 2020-10-15
Semi-supervised NMF Models for Topic Modeling in Learning Tasks Code
#14ApproxRepSet
76.18
Accuracy· 2019-04-03
Rep the Set: Neural Networks for Learning Set Representations Code
#15REL-RWMD k-NN
74.78
Accuracy· 2019-12-01
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings Code
#16Orthogonalized Soft VSM
70.28
Accuracy· 2020-03-10
Text classification with word embedding regularization and soft similarity measure Code