OpenCodePapers

text-classification-on-20news

ClassificationText Classification
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PaperCodeAccuracyF-measurePrecisionRecallModelNameReleaseDate
A Comparison of SVM against Pre-trained Language Models (PLMs) for Text Classification Tasks9393LinearSVM+TFIDF2022-11-04
BertGCN: Transductive Text Classification by Combining GCN and BERT✓ Link89.5RoBERTaGCN2021-05-12
Simple Spectral Graph Convolution✓ Link88.6SSGC2021-01-01
Simplifying Graph Convolutional Networks✓ Link88.5SGC2019-02-19
Simplifying Graph Convolutional Networks✓ Link88.5SGCN2019-02-19
RMDL: Random Multimodel Deep Learning for Classification✓ Link87.91RMDL (15 RDLs)2018-05-03
An Explainable Probabilistic Classifier for Categorical Data Inspired to Quantum Physics✓ Link87.386.687.186.6Sparse Tensor Classifier2021-05-26
Graph Star Net for Generalized Multi-Task Learning✓ Link86.9GraphStar2019-06-21
Neural Attentive Bag-of-Entities Model for Text Classification✓ Link86.886.2NABoE-full2019-09-03
Graph Convolutional Networks for Text Classification✓ Link86.34Text GCN2018-09-15
Improving Document Classification with Multi-Sense Embeddings✓ Link86.1986.1686.286.18SCDV-MS2019-11-18
Representation Learning of Entities and Documents from Knowledge Base Descriptions✓ Link84.583.9TextEnt-full2018-06-08
Semi-supervised NMF Models for Topic Modeling in Learning Tasks✓ Link81.88SSNMF2020-10-15
Rep the Set: Neural Networks for Learning Set Representations✓ Link76.18ApproxRepSet2019-04-03
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings✓ Link74.78REL-RWMD k-NN2019-12-01
Text classification with word embedding regularization and soft similarity measure✓ Link70.28Orthogonalized Soft VSM2020-03-10