Text Classification On Dbpedia

Metrics

Error

Results

Performance results of various models on this benchmark

Model Name	Error	Paper Title	Repository
ULMFiT	0.80	Universal Language Model Fine-tuning for Text Classification
FastText	1.4	Bag of Tricks for Efficient Text Classification
Char-level CNN	1.55	Character-level Convolutional Networks for Text Classification
Seq2CNN(50)	2.77	Abstractive Text Classification Using Sequence-to-convolution Neural Networks
VDCN	1.29	Very Deep Convolutional Networks for Text Classification
ULMFiT (Small data)	0.8	Sampling Bias in Deep Active Classification: An Empirical Study
EXAM	1	Explicit Interaction Model towards Text Classification
XLNet	0.62	XLNet: Generalized Autoregressive Pretraining for Language Understanding
Bidirectional Encoder Representations from Transformers	0.64	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
DPCNN	0.88	Deep Pyramid Convolutional Neural Networks for Text Categorization
L MIXED	0.7	Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function	-
DRNN	0.81	Disconnected Recurrent Neural Networks for Text Categorization	-
BERT large	0.68	Unsupervised Data Augmentation for Consistency Training
Balanced+bi-leaf-RNN	1.2	On Tree-Based Neural Sentence Modeling
BERT-ITPT-FiT	0.68	How to Fine-Tune BERT for Text Classification?
CCCapsNet	1.28	Compositional Coding Capsule Network with K-Means Routing for Text Classification
BERT large UDA	1.09	Unsupervised Data Augmentation for Consistency Training
CNN	0.84	Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings	-
M-ACNN	1.07	Learning Context-Sensitive Convolutional Filters for Text Processing	-
SWEM-concat	1.43	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms

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