ML Research Wiki / Benchmarks / Text Classification / Ohsumed

Ohsumed

Text Classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	RoBERTaGCN	BertGCN: Transductive Text Classification by Combining GCN and BERT	72.80	2021-05-12	📦 ZeroRin/BertGCN
2	Our Model*	Text Level Graph Neural Network for Text Classification	69.40	2019-10-06	📦 mojave-pku/TextLevelGCN 📦 Cynwell/Text-Level-GNN
3	SGCN	Simplifying Graph Convolutional Networks	68.50	2019-02-19	📦 dmlc/dgl 📦 dmlc/dgl 📦 dmlc/dgl
4	SGC	Simplifying Graph Convolutional Networks	68.50	2019-02-19	📦 dmlc/dgl 📦 dmlc/dgl 📦 dmlc/dgl
5	Text GCN	Graph Convolutional Networks for Text Classification	68.36	2018-09-15	📦 yao8839836/text_gcn 📦 plkmo/Bible_Text_GCN 📦 codeKgu/text-gcn
6	GraphStar	Graph Star Net for Generalized Multi-Task Learning	64.20	2019-06-21	📦 graph-star-team/graph_star
7	ApproxRepSet	Rep the Set: Neural Networks for Learning Set Representations	64.06	2019-04-03	📦 giannisnik/repset
8	REL-RWMD k-NN	Speeding up Word Mover's Distance and its variants via properties of distances between embeddings	58.74	2019-12-01	📦 matwerner/fast-wmd
9	CNN+Lowercased	On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis	36.20	2017-07-06	📦 pedrada88/preproc-textclassification 📦 changji2069/Scope-Project 📦 changji2069/literature-review

All Papers (9)

BertGCN: Transductive Text Classification by Combining GCN and BERT

2021

RoBERTaGCN

ZeroRin/BertGCN

Text Level Graph Neural Network for Text Classification

2019

Our Model*

mojave-pku/TextLevelGCN Cynwell/Text-Level-GNN

Simplifying Graph Convolutional Networks

2019

SGCN

dmlc/dgl dmlc/dgl

Simplifying Graph Convolutional Networks

2019

SGC

dmlc/dgl dmlc/dgl

Graph Convolutional Networks for Text Classification

2018

Text GCN

yao8839836/text_gcn plkmo/Bible_Text_GCN

Graph Star Net for Generalized Multi-Task Learning

2019

GraphStar

graph-star-team/graph_star

Rep the Set: Neural Networks for Learning Set Representations

2019

ApproxRepSet

giannisnik/repset

Speeding up Word Mover's Distance and its variants via properties of distances between embeddings

2019

REL-RWMD k-NN

matwerner/fast-wmd

On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis

2017

CNN+Lowercased

pedrada88/preproc-textclassification changji2069/Scope-Project changji2069/literature-review

Ohsumed

Performance Over Time

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Top Performing Models

All Papers (9)

BertGCN: Transductive Text Classification by Combining GCN and BERT

Text Level Graph Neural Network for Text Classification

Simplifying Graph Convolutional Networks

Simplifying Graph Convolutional Networks

Graph Convolutional Networks for Text Classification

Graph Star Net for Generalized Multi-Task Learning

Rep the Set: Neural Networks for Learning Set Representations

Speeding up Word Mover's Distance and its variants via properties of distances between embeddings

On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis

Model	Paper	Accuracy	Date
RoBERTaGCN	BertGCN: Transductive Text Classification by Comb…	72.80	2021-05-12
Our Model*	Text Level Graph Neural Network for Text Classifi…	69.40	2019-10-06
SGCN	Simplifying Graph Convolutional Networks	68.50	2019-02-19
SGC	Simplifying Graph Convolutional Networks	68.50	2019-02-19
Text GCN	Graph Convolutional Networks for Text Classificat…	68.36	2018-09-15
GraphStar	Graph Star Net for Generalized Multi-Task Learning	64.20	2019-06-21
ApproxRepSet	Rep the Set: Neural Networks for Learning Set Rep…	64.06	2019-04-03
REL-RWMD k-NN	Speeding up Word Mover's Distance and its variant…	58.74	2019-12-01
CNN+Lowercased	On the Role of Text Preprocessing in Neural Netwo…	36.20	2017-07-06