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Text Classification On 20News

Metrics

Accuracy
F-measure
Precision
Recall

Results

Performance results of various models on this benchmark

Paper TitleRepository
LinearSVM+TFIDF9393--A Comparison of SVM against Pre-trained Language Models (PLMs) for Text Classification Tasks-
RoBERTaGCN89.5---BertGCN: Transductive Text Classification by Combining GCN and BERT
SSGC88.6---Simple Spectral Graph Convolution-
SGC88.5---Simplifying Graph Convolutional Networks
SGCN88.5---Simplifying Graph Convolutional Networks
RMDL (15 RDLs)87.91---RMDL: Random Multimodel Deep Learning for Classification
Sparse Tensor Classifier87.386.687.186.6An Explainable Probabilistic Classifier for Categorical Data Inspired to Quantum Physics
GraphStar86.9---Graph Star Net for Generalized Multi-Task Learning
NABoE-full86.886.2--Neural Attentive Bag-of-Entities Model for Text Classification
Text GCN86.34---Graph Convolutional Networks for Text Classification
SCDV-MS86.1986.1686.286.18Improving Document Classification with Multi-Sense Embeddings
TextEnt-full84.583.9--Representation Learning of Entities and Documents from Knowledge Base Descriptions
SSNMF81.88---Semi-supervised NMF Models for Topic Modeling in Learning Tasks
ApproxRepSet76.18---Rep the Set: Neural Networks for Learning Set Representations
REL-RWMD k-NN74.78---Speeding up Word Mover's Distance and its variants via properties of distances between embeddings
Orthogonalized Soft VSM70.28---Text classification with word embedding regularization and soft similarity measure
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Text Classification On 20News | SOTA | HyperAI