| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| How to Fine-Tune BERT for Text Classification? | ✓ Link | 77.62 | BERT-ITPT-FiT | 2019-05-14 |
| Disconnected Recurrent Neural Networks for Text Categorization | 76.26 | DRNN | 2018-07-01 | |
| DELTA: A DEep learning based Language Technology plAtform | ✓ Link | 75.1 | DELTA (HAN) | 2019-08-02 |
| Explicit Interaction Model towards Text Classification | ✓ Link | 74.8 | EXAM | 2018-11-23 |
| Learning to Remember More with Less Memorization | ✓ Link | 74.30 | DNC+CUW | 2019-01-05 |
| Sampling Bias in Deep Active Classification: An Empirical Study | ✓ Link | 74.3 | ULMFiT (Small data) | 2019-09-20 |
| Compositional Coding Capsule Network with K-Means Routing for Text Classification | ✓ Link | 73.85 | CCCapsNet | 2018-10-22 |
| Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms | ✓ Link | 73.53 | SWEM-concat | 2018-05-24 |
| Bag of Tricks for Efficient Text Classification | ✓ Link | 72.3 | FastText | 2016-07-06 |
| Abstractive Text Classification Using Sequence-to-convolution Neural Networks | ✓ Link | 55.39 | Seq2CNN(50) | 2018-05-20 |