OpenCodePapers

text-classification-on-dbpedia

ClassificationText Classification
Dataset Link
Results over time
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Leaderboard
PaperCodeErrorModelNameReleaseDate
XLNet: Generalized Autoregressive Pretraining for Language Understanding✓ Link0.62XLNet2019-06-19
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding✓ Link0.64Bidirectional Encoder Representations from Transformers2018-10-11
Unsupervised Data Augmentation for Consistency Training✓ Link0.68BERT large2019-04-29
How to Fine-Tune BERT for Text Classification?✓ Link0.68BERT-ITPT-FiT2019-05-14
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function✓ Link0.7L MIXED2020-09-08
Universal Language Model Fine-tuning for Text Classification✓ Link0.80ULMFiT2018-01-18
Sampling Bias in Deep Active Classification: An Empirical Study✓ Link0.8ULMFiT (Small data)2019-09-20
Disconnected Recurrent Neural Networks for Text Categorization0.81DRNN2018-07-01
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings0.84CNN2016-02-07
Deep Pyramid Convolutional Neural Networks for Text Categorization✓ Link0.88DPCNN2017-07-01
Joint Embedding of Words and Labels for Text Classification✓ Link0.98LEAM2018-05-10
Explicit Interaction Model towards Text Classification✓ Link1EXAM2018-11-23
Learning Context-Sensitive Convolutional Filters for Text Processing1.07M-ACNN2017-09-25
Unsupervised Data Augmentation for Consistency Training✓ Link1.09BERT large UDA2019-04-29
On Tree-Based Neural Sentence Modeling✓ Link1.2Balanced+bi-leaf-RNN2018-08-29
Compositional Coding Capsule Network with K-Means Routing for Text Classification✓ Link1.28CCCapsNet2018-10-22
Very Deep Convolutional Networks for Text Classification✓ Link1.29VDCN2016-06-06
Bag of Tricks for Efficient Text Classification✓ Link1.4FastText2016-07-06
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms✓ Link1.43SWEM-concat2018-05-24
Character-level Convolutional Networks for Text Classification✓ Link1.55Char-level CNN2015-09-04
Abstractive Text Classification Using Sequence-to-convolution Neural Networks✓ Link2.77Seq2CNN(50)2018-05-20