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Text Classification On Dbpedia

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Performance results of various models on this benchmark

Paper Title
Seq2CNN(50)2.77Abstractive Text Classification Using Sequence-to-convolution Neural Networks
Char-level CNN1.55Character-level Convolutional Networks for Text Classification
SWEM-concat1.43Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms
FastText1.4Bag of Tricks for Efficient Text Classification
VDCN1.29Very Deep Convolutional Networks for Text Classification
CCCapsNet1.28Compositional Coding Capsule Network with K-Means Routing for Text Classification
Balanced+bi-leaf-RNN1.2On Tree-Based Neural Sentence Modeling
BERT large UDA1.09Unsupervised Data Augmentation for Consistency Training
M-ACNN1.07Learning Context-Sensitive Convolutional Filters for Text Processing
EXAM1Explicit Interaction Model towards Text Classification
LEAM0.98Joint Embedding of Words and Labels for Text Classification
DPCNN0.88Deep Pyramid Convolutional Neural Networks for Text Categorization
CNN0.84Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings
DRNN0.81Disconnected Recurrent Neural Networks for Text Categorization
ULMFiT0.80Universal Language Model Fine-tuning for Text Classification
ULMFiT (Small data)0.8Sampling Bias in Deep Active Classification: An Empirical Study
L MIXED0.7Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function
BERT large0.68Unsupervised Data Augmentation for Consistency Training
BERT-ITPT-FiT0.68How to Fine-Tune BERT for Text Classification?
Bidirectional Encoder Representations from Transformers0.64BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
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Text Classification On Dbpedia | SOTA | HyperAI