Text Classification On Dbpedia

评估指标

Error

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
Seq2CNN(50)	2.77	Abstractive Text Classification Using Sequence-to-convolution Neural Networks
Char-level CNN	1.55	Character-level Convolutional Networks for Text Classification
SWEM-concat	1.43	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms
FastText	1.4	Bag of Tricks for Efficient Text Classification
VDCN	1.29	Very Deep Convolutional Networks for Text Classification
CCCapsNet	1.28	Compositional Coding Capsule Network with K-Means Routing for Text Classification
Balanced+bi-leaf-RNN	1.2	On Tree-Based Neural Sentence Modeling
BERT large UDA	1.09	Unsupervised Data Augmentation for Consistency Training
M-ACNN	1.07	Learning Context-Sensitive Convolutional Filters for Text Processing	-
EXAM	1	Explicit Interaction Model towards Text Classification
LEAM	0.98	Joint Embedding of Words and Labels for Text Classification
DPCNN	0.88	Deep Pyramid Convolutional Neural Networks for Text Categorization	-
CNN	0.84	Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings	-
DRNN	0.81	Disconnected Recurrent Neural Networks for Text Categorization	-
ULMFiT	0.80	Universal Language Model Fine-tuning for Text Classification
ULMFiT (Small data)	0.8	Sampling Bias in Deep Active Classification: An Empirical Study
L MIXED	0.7	Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function
BERT large	0.68	Unsupervised Data Augmentation for Consistency Training
BERT-ITPT-FiT	0.68	How to Fine-Tune BERT for Text Classification?
Bidirectional Encoder Representations from Transformers	0.64	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

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