Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BERT-ITPT-FiT | 77.62 | No | How to Fine-Tune BERT for Text Classification? | 2019-05-14 | Code |
| 2 | DRNN | 76.26 | No | - | - | - |
| 3 | DELTA (HAN) | 75.1 | No | DELTA: A DEep learning based Language Technology... | 2019-08-02 | Code |
| 4 | EXAM | 74.8 | No | Explicit Interaction Model towards Text Classifi... | 2018-11-23 | Code |
| 5 | DNC+CUW | 74.3 | No | Learning to Remember More with Less Memorization | 2019-01-05 | Code |
| 6 | ULMFiT (Small data) | 74.3 | No | Sampling Bias in Deep Active Classification: An ... | 2019-09-20 | Code |
| 7 | CCCapsNet | 73.85 | No | Compositional Coding Capsule Network with K-Mean... | 2018-10-22 | Code |
| 8 | SWEM-concat | 73.53 | No | Baseline Needs More Love: On Simple Word-Embeddi... | 2018-05-24 | Code |
| 9 | FastText | 72.3 | No | Bag of Tricks for Efficient Text Classification | 2016-07-06 | Code |
| 10 | Seq2CNN(50) | 55.39 | No | Abstractive Text Classification Using Sequence-t... | 2018-05-20 | Code |