Text Classification on Ohsumed

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	RoBERTaGCN	72.8	No	BertGCN: Transductive Text Classification by Com...	2021-05-12	Code
2	Our Model*	69.4	No	Text Level Graph Neural Network for Text Classif...	2019-10-06	Code
3	SGCN	68.5	No	Simplifying Graph Convolutional Networks	2019-02-19	Code
4	SGC	68.5	No	Simplifying Graph Convolutional Networks	2019-02-19	Code
5	SSGC	68.5	No	-	-	Code
6	Text GCN	68.36	No	Graph Convolutional Networks for Text Classifica...	2018-09-15	Code
7	GraphStar	64.2	No	Graph Star Net for Generalized Multi-Task Learning	2019-06-21	Code
8	ApproxRepSet	64.06	No	Rep the Set: Neural Networks for Learning Set Re...	2019-04-03	Code
9	REL-RWMD k-NN	58.74	No	Speeding up Word Mover's Distance and its varian...	2019-12-01	Code
10	CNN+Lowercased	36.2	No	On the Role of Text Preprocessing in Neural Netw...	2017-07-06	Code

#1RoBERTaGCNSOTA
72.8
Accuracy· 2021-05-12
BertGCN: Transductive Text Classification by Combining GCN and BERT Code
#2Our Model*SOTA
69.4
Accuracy· 2019-10-06
Text Level Graph Neural Network for Text Classification Code
#3SGCNSOTA
68.5
Accuracy· 2019-02-19
Simplifying Graph Convolutional Networks Code
#4SGC
68.5
Accuracy· 2019-02-19
Simplifying Graph Convolutional Networks Code
#5SSGC
68.5
Accuracy
No paperCode
#6Text GCNSOTA
68.36
Accuracy· 2018-09-15
Graph Convolutional Networks for Text Classification Code
#7GraphStar
64.2
Accuracy· 2019-06-21
Graph Star Net for Generalized Multi-Task Learning Code
#8ApproxRepSet
64.06
Accuracy· 2019-04-03
Rep the Set: Neural Networks for Learning Set Representations Code
#9REL-RWMD k-NN
58.74
Accuracy· 2019-12-01
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings Code
#10CNN+LowercasedSOTA
36.2
Accuracy· 2017-07-06
On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis Code