Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BERT large | 65.83 | No | Unsupervised Data Augmentation for Consistency T... | 2019-04-29 | Code |
| 2 | DPCNN | 65.19 | No | - | - | Code |
| 3 | DRNN | 64.43 | No | - | - | - |
| 4 | BERT large finetune UDA | 62.88 | No | Unsupervised Data Augmentation for Consistency T... | 2019-04-29 | Code |
| 5 | EXAM | 61.9 | No | Explicit Interaction Model towards Text Classifi... | 2018-11-23 | Code |
| 6 | SRNN | 61.65 | No | Sliced Recurrent Neural Networks | 2018-07-06 | Code |
| 7 | CCCapsNet | 60.95 | No | Compositional Coding Capsule Network with K-Mean... | 2018-10-22 | Code |
| 8 | FastText | 60.2 | No | Bag of Tricks for Efficient Text Classification | 2016-07-06 | Code |
| 9 | Gumbel+bi-leaf-RNN | 49.7 | No | On Tree-Based Neural Sentence Modeling | 2018-08-29 | Code |