Text Classification on MR

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	VLAWE	93.3	No	Vector of Locally-Aggregated Word Embeddings (VL...	2019-02-23	Code
2	DeBERTa	90.21	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
3	RoBERTaGCN	89.7	No	BertGCN: Transductive Text Classification by Com...	2021-05-12	Code
4	ERNIE 2.0 (optimized)	89.53	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
5	RoBERTa	89.42	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
6	ERNIE 2.0	88.97	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
7	BERT	86.94	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
8	ALBERTv2	86.02	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
9	DistilBERT	85.31	No	Transformers are Short Text Classifiers: A Study...	2022-11-30	Code
10	SSGC	76.7	No	-	-	Code

#1VLAWESOTA
93.3
Accuracy· 2019-02-23
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation Code
#2DeBERTa
90.21
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#3RoBERTaGCN
89.7
Accuracy· 2021-05-12
BertGCN: Transductive Text Classification by Combining GCN and BERT Code
#4ERNIE 2.0 (optimized)
89.53
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#5RoBERTa
89.42
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#6ERNIE 2.0
88.97
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#7BERT
86.94
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#8ALBERTv2
86.02
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#9DistilBERT
85.31
Accuracy· 2022-11-30
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Code
#10SSGC
76.7
Accuracy
No paperCode