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Text Classification On 20News

評価指標

Accuracy
F-measure
Precision
Recall

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

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