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Text Classification On Ohsumed

Metrics

Accuracy

Results

Performance results of various models on this benchmark

Paper Title
RoBERTaGCN72.8BertGCN: Transductive Text Classification by Combining GCN and BERT
Our Model*69.4Text Level Graph Neural Network for Text Classification
SGC68.5Simplifying Graph Convolutional Networks
SSGC68.5Simple Spectral Graph Convolution
SGCN68.5Simplifying Graph Convolutional Networks
Text GCN68.36Graph Convolutional Networks for Text Classification
GraphStar64.2Graph Star Net for Generalized Multi-Task Learning
ApproxRepSet64.06Rep the Set: Neural Networks for Learning Set Representations
REL-RWMD k-NN58.74Speeding up Word Mover's Distance and its variants via properties of distances between embeddings
CNN+Lowercased36.2On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis
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