Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RoBERTaGCN | 72.8 | No | BertGCN: Transductive Text Classification by Com... | 2021-05-12 | Code |
| 2 | Our Model* | 69.4 | No | Text Level Graph Neural Network for Text Classif... | 2019-10-06 | Code |
| 3 | SGCN | 68.5 | No | Simplifying Graph Convolutional Networks | 2019-02-19 | Code |
| 4 | SGC | 68.5 | No | Simplifying Graph Convolutional Networks | 2019-02-19 | Code |
| 5 | SSGC | 68.5 | No | - | - | Code |
| 6 | Text GCN | 68.36 | No | Graph Convolutional Networks for Text Classifica... | 2018-09-15 | Code |
| 7 | GraphStar | 64.2 | No | Graph Star Net for Generalized Multi-Task Learning | 2019-06-21 | Code |
| 8 | ApproxRepSet | 64.06 | No | Rep the Set: Neural Networks for Learning Set Re... | 2019-04-03 | Code |
| 9 | REL-RWMD k-NN | 58.74 | No | Speeding up Word Mover's Distance and its varian... | 2019-12-01 | Code |
| 10 | CNN+Lowercased | 36.2 | No | On the Role of Text Preprocessing in Neural Netw... | 2017-07-06 | Code |