Text Classification on Ohsumed

20개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	RoBERTaGCN	72.8	BertGCN: Transductive Text Classification by Combining GCN and BERT	ZeroRin/BertGCN	2021
2	Our Model*	69.4	Text Level Graph Neural Network for Text Classification	mojave-pku/TextLevelGCN · Cynwell/Text-Level-GNN	2019
3	SGCN	68.5	Simplifying Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +4	2019
3	SGC	68.5	Simplifying Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +4	2019
3	SSGC	68.5	Simple Spectral Graph Convolution	allenhaozhu/SSGC · hazdzz/SSGC	2021
6	Text GCN	68.36	Graph Convolutional Networks for Text Classification	yao8839836/text_gcn · plkmo/Bible_Text_GCN · codeKgu/text-gcn · +6	2018
7	GraphStar	64.2	Graph Star Net for Generalized Multi-Task Learning	graph-star-team/graph_star	2019
8	ApproxRepSet	64.06	Rep the Set: Neural Networks for Learning Set Representations	giannisnik/repset	2019
9	REL-RWMD k-NN	58.74	Speeding up Word Mover's Distance and its variants via properties of distances between embeddings	matwerner/fast-wmd	2019
10	CNN+Lowercased	36.2	On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis	pedrada88/preproc-textclassification · changji2069/Scope-Project · changji2069/literature-review	2017
11	RoBERTaGCN	72.8	BertGCN: Transductive Text Classification by Combining GCN and BERT	ZeroRin/BertGCN	2021
12	Our Model*	69.4	Text Level Graph Neural Network for Text Classification	mojave-pku/TextLevelGCN · Cynwell/Text-Level-GNN	2019
13	SGCN	68.5	Simplifying Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +4	2019
13	SGC	68.5	Simplifying Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +4	2019
13	SSGC	68.5	Simple Spectral Graph Convolution	allenhaozhu/SSGC · hazdzz/SSGC	2021
16	Text GCN	68.36	Graph Convolutional Networks for Text Classification	yao8839836/text_gcn · plkmo/Bible_Text_GCN · codeKgu/text-gcn · +6	2018
17	GraphStar	64.2	Graph Star Net for Generalized Multi-Task Learning	graph-star-team/graph_star	2019
18	ApproxRepSet	64.06	Rep the Set: Neural Networks for Learning Set Representations	giannisnik/repset	2019
19	REL-RWMD k-NN	58.74	Speeding up Word Mover's Distance and its variants via properties of distances between embeddings	matwerner/fast-wmd	2019
20	CNN+Lowercased	36.2	On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis	pedrada88/preproc-textclassification · changji2069/Scope-Project · changji2069/literature-review	2017