Knowledge Tracing on Junyi
90.33ACCMAGE-KT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGE-KTCategory=Ours2026.01 | 90.33 | 91.79 | |
| DyGKTCategory=Graph-based Methods2026.01 | 88.02 | 89.62 | |
| MGEKTCategory=Graph-based Methods2026.01 | 87.89 | 88.89 | |
| TCL4KTCategory=Graph-based Methods2026.01 | 85.68 | 87.44 | |
| SAINTCategory=Transformer-based Methods2026.01 | 84.97 | 85.78 | |
| GIKTCategory=Graph-based Methods2026.01 | 84.37 | 86.38 | |
| AKTCategory=Transformer-based Methods2026.01 | 83.42 | 84.94 | |
| PLKT2026.05 | 83.33 | 72.26 | |
| LPKT2026.05 | 83.28 | 71.72 | |
| SparseKT2026.05 | 83.24 | 71.39 | |
| SAINT2026.05 | 83.23 | 70.67 | |
| SimpleKT2026.05 | 83.2 | 71.7 | |
| AKT2026.05 | 83.19 | 71.59 | |
| UKT2026.05 | 83.13 | 71.57 | |
| CSKT2026.05 | 83.07 | 71.33 | |
| SAKT2026.05 | 83.02 | 64.35 | |
| DKT+2026.05 | 82.99 | 64.17 | |
| DKVMN2026.05 | 82.99 | 64.17 | |
| DeepIRT2026.05 | 82.99 | 64.24 | |
| DKT2026.05 | 82.97 | 64.14 | |
| DKTCategory=DL-based Methods2026.01 | 81.89 | 82.52 | |
| DKT+Category=DL-based Methods2026.01 | 81.77 | 82.98 | |
| DKVMNCategory=DL-based Methods2026.01 | 81.41 | 83.89 | |
| STHKTCategory=Graph-based Methods2026.01 | 81.29 | 86.88 | |
| FlatFormerCategory=Ours2025.12 | 80.1 | 83.8 | |
| DGEKTCategory=Graph-based Methods2026.01 | 79.82 | 81.26 | |
| SAKTCategory=Transformer-based Methods2026.01 | 79.81 | 81.08 | |
| GKTCategory=Graph-based Methods2026.01 | 79.72 | 84.86 | |
| TSKTCategory=Heavy SOTA2025.12 | 75.4 | 79 | |
| AKTCategory=Flat Baselines2025.12 | 75.3 | 78.8 | |
| HiTSKTCategory=Heavy SOTA2025.12 | 75.3 | 78.9 | |
| QCKT (SAKT+)Category=Heavy SOTA2025.12 | 75.3 | 78.9 | |
| SimpleKTCategory=Flat Baselines2025.12 | 75.2 | 78.7 | |
| RKTCategory=Heavy SOTA2025.12 | 75 | 78.6 | |
| SAKTCategory=Flat Baselines2025.12 | 74.8 | 78.5 | |
| GKTCategory=Heavy SOTA2025.12 | 74.1 | 78 | |
| DKTCategory=Flat Baselines2025.12 | 72.7 | 73.9 |