| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Learner Correctness Simulation | DBE-KT22 | Accuracy73.03 | 23 | |
| Knowledge Tracing | DBE-KT22 (test) | AUC79.8 | 21 | |
| Learner Answer Simulation | DBE-KT22 | Accuracy69.4 | 18 | |
| Correctness simulation accuracy | DBE-KT22 50% historical interaction logs | Accuracy71.27 | 11 | |
| Discrimination | DBE-KT (test) | AA66.66 | 10 | |
| Difficulty | DBE-KT (test) | AA70.99 | 10 | |
| Topic Coverage | DBE-KT (test) | AA81.64 | 10 | |
| Learner Behavior Simulation | DBE-KT22 | Time (h)3 | 6 | |
| Learner Performance Prediction | DBE-KT22+ original and augmented (test) | F1 Score85.16 | 6 |