Metric: Quadratic Weighted Kappa (higher is better)
| # | Model↕ | Quadratic Weighted Kappa▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Neural Pairwise Contrastive Regression (NPCR) | 0.817 | No | - | - | Code |
| 2 | Tran-BERT-MS-ML-R | 0.791 | No | On the Use of BERT for Automated Essay Scoring: ... | 2022-05-08 | Code |
| 3 | Considering-Content-XLNet | 0.786 | No | - | - | Code |
| 4 | HISK+BOSWE | 0.785 | No | Automated essay scoring with string kernels and ... | 2018-04-21 | - |
| 5 | SkipFlow | 0.764 | No | SkipFlow: Incorporating Neural Coherence Feature... | 2017-11-14 | Code |
| 6 | MHMLW | 0.764 | No | Many Hands Make Light Work: Using Essay Traits t... | 2021-02-01 | Code |
| 7 | AF | 0.734 | No | - | - | - |
| 8 | FDA | 0.705 | No | - | - | - |