Classification on DBpedia

Metric: Error (lower is better)

LeaderboardDataset

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Results

#	Model↕	Error▲	Augmentations	Paper	Date↕	Code
1	XLNet	0.62	No	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
2	Bidirectional Encoder Representations from Transformers	0.64	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
3	BERT large	0.68	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
4	BERT-ITPT-FiT	0.68	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
5	L MIXED	0.7	No	Revisiting LSTM Networks for Semi-Supervised Tex...	2020-09-08	Code
6	ULMFiT	0.8	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
7	ULMFiT (Small data)	0.8	No	Sampling Bias in Deep Active Classification: An ...	2019-09-20	Code
8	DRNN	0.81	No	-	-	-
9	CNN	0.84	No	Supervised and Semi-Supervised Text Categorizati...	2016-02-07	-
10	DPCNN	0.88	No	-	-	Code
11	LEAM	0.98	No	Joint Embedding of Words and Labels for Text Cla...	2018-05-10	Code
12	EXAM	1	No	Explicit Interaction Model towards Text Classifi...	2018-11-23	Code
13	M-ACNN	1.07	No	Learning Context-Sensitive Convolutional Filters...	2017-09-25	-
14	BERT large UDA	1.09	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
15	Balanced+bi-leaf-RNN	1.2	No	On Tree-Based Neural Sentence Modeling	2018-08-29	Code
16	CCCapsNet	1.28	No	Compositional Coding Capsule Network with K-Mean...	2018-10-22	Code
17	VDCN	1.29	No	Very Deep Convolutional Networks for Text Classi...	2016-06-06	Code
18	FastText	1.4	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
19	SWEM-concat	1.43	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
20	Char-level CNN	1.55	No	Character-level Convolutional Networks for Text ...	2015-09-04	Code
21	Seq2CNN(50)	2.77	No	Abstractive Text Classification Using Sequence-t...	2018-05-20	Code