Knowledge Tracing on EdNet
0.846AUCFlatFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlatFormerCategory=Ours2025.12 | 0.846 | 79.2 | |
| HiTSKTCategory=Heavy SOTA2025.12 | 0.763 | 72.8 | |
| TSKTCategory=Heavy SOTA2025.12 | 0.762 | 72.7 | |
| AKTCategory=Flat Baselines2025.12 | 0.758 | 72.6 | |
| SimpleKTCategory=Flat Baselines2025.12 | 0.757 | 72.6 | |
| QCKT (SAKT+)Category=Heavy SOTA2025.12 | 0.756 | 72.6 | |
| RKTCategory=Heavy SOTA2025.12 | 0.753 | 72.5 | |
| GIKTPrediction Target=Questions2020.09 | 0.7523 | — | |
| SAKTCategory=Flat Baselines2025.12 | 0.751 | 72.5 | |
| GKTCategory=Heavy SOTA2025.12 | 0.751 | 72.5 | |
| DKT-QSPrediction Target=Questions2020.09 | 0.7428 | — | |
| DKT-QPrediction Target=Questions2020.09 | 0.7285 | — | |
| GAKTPrediction Target=Questions2020.09 | 0.7281 | — | |
| DKVMNPrediction Target=Skills2020.09 | 0.6967 | — | |
| KTMPrediction Target=Questions2020.09 | 0.6888 | — | |
| DKTPrediction Target=Skills2020.09 | 0.6822 | — | |
| DKTCategory=Flat Baselines2025.12 | 0.621 | 68.4 | |
| BKTPrediction Target=Skills2020.09 | 0.6027 | — |