Classification on R8

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	DeBERTa	98.451	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
2	C-BERT (ESGNN + BERT)	98.28	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
3	ESGNN	98.23	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
4	RoBERTaGCN	98.2	No	BertGCN: Transductive Text Classification by Com...	2021-05-12	Code
5	BERT	98.171	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
6	SGNN	98.09	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
7	ERNIE 2.0	98.041	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
8	DistilBERT	97.981	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
9	Our Model*	97.8	No	Text Level Graph Neural Network for Text Classif...	2019-10-06	Code
10	ALBERTv2	97.62	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
11	TM-Glove	97.5	No	Enhancing Interpretable Clauses Semantically usi...	2021-04-14	Code
12	GraphStar	97.4	No	Graph Star Net for Generalized Multi-Task Learning	2019-06-21	Code
13	SSGC	97.4	No	-	-	Code
14	SGC	97.2	No	Simplifying Graph Convolutional Networks	2019-02-19	Code
15	SGCN	97.2	No	Simplifying Graph Convolutional Networks	2019-02-19	Code
16	NABoE-full	97.1	No	Neural Attentive Bag-of-Entities Model for Text ...	2019-09-03	Code
17	Text GCN	97.07	No	Graph Convolutional Networks for Text Classifica...	2018-09-15	Code
18	WideMLP	96.98	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
19	TextEnt-full	96.7	No	Representation Learning of Entities and Document...	2018-06-08	Code
20	ConvTextTM	96.4	No	-	-	-
21	fastText	96.13	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code

#1DeBERTaSOTA
98.451
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#2C-BERT (ESGNN + BERT)
98.28
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#3ESGNN
98.23
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#4RoBERTaGCNSOTA
98.2
Accuracy· 2021-05-12
BertGCN: Transductive Text Classification by Combining GCN and BERT Code
#5BERT
98.171
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#6SGNN
98.09
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#7ERNIE 2.0
98.041
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#8DistilBERT
97.981
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#9Our Model*SOTA
97.8
Accuracy· 2019-10-06
Text Level Graph Neural Network for Text Classification Code
#10ALBERTv2
97.62
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#11TM-Glove
97.5
Accuracy· 2021-04-14
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation Code
#12GraphStarSOTA
97.4
Accuracy· 2019-06-21
Graph Star Net for Generalized Multi-Task Learning Code
#13SSGC
97.4
Accuracy
No paperCode
#14SGCSOTA
97.2
Accuracy· 2019-02-19
Simplifying Graph Convolutional Networks Code
#15SGCN
97.2
Accuracy· 2019-02-19
Simplifying Graph Convolutional Networks Code
#16NABoE-full
97.1
Accuracy· 2019-09-03
Neural Attentive Bag-of-Entities Model for Text Classification Code
#17Text GCNSOTA
97.07
Accuracy· 2018-09-15
Graph Convolutional Networks for Text Classification Code
#18WideMLP
96.98
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#19TextEnt-fullSOTA
96.7
Accuracy· 2018-06-08
Representation Learning of Entities and Documents from Knowledge Base Descriptions Code
#20ConvTextTM
96.4
Accuracy
No paper
#21fastText
96.13
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code