Classification on 20NEWS

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	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
17	sKNN-LDS	47.9	No	Mutual Information Maximization in Graph Neural ...	2019-05-21	Code