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SotA/Natural Language Processing/Text Classification/R8

Text Classification on R8

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼Extra DataPaperDate↕Code
1DeBERTa98.451NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
2C-BERT (ESGNN + BERT)98.28NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
3ESGNN98.23NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
4RoBERTaGCN98.2NoBertGCN: Transductive Text Classification by Com...2021-05-12Code
5BERT98.171NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
6SGNN98.09NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
7ERNIE 2.098.041NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
8DistilBERT97.981NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
9Our Model*97.8NoText Level Graph Neural Network for Text Classif...2019-10-06Code
10ALBERTv297.62NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
11TM-Glove97.5NoEnhancing Interpretable Clauses Semantically usi...2021-04-14Code
12GraphStar97.4NoGraph Star Net for Generalized Multi-Task Learning2019-06-21Code
13SSGC97.4No--Code
14SGC97.2NoSimplifying Graph Convolutional Networks2019-02-19Code
15SGCN97.2NoSimplifying Graph Convolutional Networks2019-02-19Code
16NABoE-full97.1NoNeural Attentive Bag-of-Entities Model for Text ...2019-09-03Code
17Text GCN97.07NoGraph Convolutional Networks for Text Classifica...2018-09-15Code
18WideMLP96.98NoTransformers are Short Text Classifiers: A Study...2022-11-30Code
19TextEnt-full96.7NoRepresentation Learning of Entities and Document...2018-06-08Code
20ConvTextTM96.4No---
21fastText96.13NoTransformers are Short Text Classifiers: A Study...2022-11-30Code