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text-classification-on-20news
Classification
Text Classification
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Paper
Code
Accuracy
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F-measure
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Precision
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Recall
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ModelName
ReleaseDate
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A Comparison of SVM against Pre-trained Language Models (PLMs) for Text Classification Tasks
93
93
LinearSVM+TFIDF
2022-11-04
BertGCN: Transductive Text Classification by Combining GCN and BERT
✓ Link
89.5
RoBERTaGCN
2021-05-12
Simple Spectral Graph Convolution
✓ Link
88.6
SSGC
2021-01-01
Simplifying Graph Convolutional Networks
✓ Link
88.5
SGC
2019-02-19
Simplifying Graph Convolutional Networks
✓ Link
88.5
SGCN
2019-02-19
RMDL: Random Multimodel Deep Learning for Classification
✓ Link
87.91
RMDL (15 RDLs)
2018-05-03
An Explainable Probabilistic Classifier for Categorical Data Inspired to Quantum Physics
✓ Link
87.3
86.6
87.1
86.6
Sparse Tensor Classifier
2021-05-26
Graph Star Net for Generalized Multi-Task Learning
✓ Link
86.9
GraphStar
2019-06-21
Neural Attentive Bag-of-Entities Model for Text Classification
✓ Link
86.8
86.2
NABoE-full
2019-09-03
Graph Convolutional Networks for Text Classification
✓ Link
86.34
Text GCN
2018-09-15
Improving Document Classification with Multi-Sense Embeddings
✓ Link
86.19
86.16
86.2
86.18
SCDV-MS
2019-11-18
Representation Learning of Entities and Documents from Knowledge Base Descriptions
✓ Link
84.5
83.9
TextEnt-full
2018-06-08
Semi-supervised NMF Models for Topic Modeling in Learning Tasks
✓ Link
81.88
SSNMF
2020-10-15
Rep the Set: Neural Networks for Learning Set Representations
✓ Link
76.18
ApproxRepSet
2019-04-03
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings
✓ Link
74.78
REL-RWMD k-NN
2019-12-01
Text classification with word embedding regularization and soft similarity measure
✓ Link
70.28
Orthogonalized Soft VSM
2020-03-10