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SOTA
テキスト分類
Text Classification On R8
Text Classification On R8
評価指標
Accuracy
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
Columns
モデル名
Accuracy
Paper Title
Repository
SGNN
98.09
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
C-BERT (ESGNN + BERT)
98.28
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
ESGNN
98.23
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
DistilBERT
97.981
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
SSGC
97.4
Simple Spectral Graph Convolution
fastText
96.13
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
SGC
97.2
Simplifying Graph Convolutional Networks
-
TM-Glove
97.50
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation
-
GraphStar
97.4
Graph Star Net for Generalized Multi-Task Learning
-
WideMLP
96.98
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
ERNIE 2.0
98.041
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
DeBERTa
98.451
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
NABoE-full
97.1
Neural Attentive Bag-of-Entities Model for Text Classification
-
Our Model*
97.8
Text Level Graph Neural Network for Text Classification
-
Text GCN
97.07
Graph Convolutional Networks for Text Classification
-
SGCN
97.2
Simplifying Graph Convolutional Networks
-
BERT
98.171
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets
-
TextEnt-full
96.7
Representation Learning of Entities and Documents from Knowledge Base Descriptions
-
RoBERTaGCN
98.2
BertGCN: Transductive Text Classification by Combining GCN and BERT
-
ConvTextTM
96.4
ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification
-
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