Knowledge Tracing on Assistments public benchmark 2009-2010
0.8789AUCMAGE-KT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGE-KTCategory=Ours2026.01 | 0.8789 | 0.8306 | |
| DyGKTCategory=Graph-based Methods2026.01 | 0.8667 | 0.7829 | |
| MGEKTCategory=Graph-based Methods2026.01 | 0.8612 | 0.7932 | |
| DKTStudents=15,931, Exercise Tags=124, Answers=526 K, Model Architecture=LSTM2015.06 | 0.86 | — | |
| STHKTCategory=Graph-based Methods2026.01 | 0.8472 | 0.7953 | |
| PEBG+DKVMNPre-training=PEBG, Backbone=DKVMN2020.12 | 0.8299 | — | |
| PEBG+DKTPre-training=PEBG, Backbone=DKT2020.12 | 0.8287 | — | |
| AKTCategory=Transformer-based Methods2026.01 | 0.8161 | 0.7647 | |
| TCL4KTCategory=Graph-based Methods2026.01 | 0.8158 | 0.7626 | |
| DGEKTCategory=Graph-based Methods2026.01 | 0.8156 | 0.7712 | |
| GIKTCategory=Graph-based Methods2026.01 | 0.8063 | 0.7581 | |
| DKT+Category=DL-based Methods2026.01 | 0.7984 | 0.7502 | |
| GKTCategory=Graph-based Methods2026.01 | 0.7898 | 0.7537 | |
| DKVMNCategory=DL-based Methods2026.01 | 0.7897 | 0.7444 | |
| GIKTPrediction Target=Questions2020.09 | 0.7896 | — | |
| DKTCategory=DL-based Methods2026.01 | 0.7834 | 0.7486 | |
| SAKTCategory=Transformer-based Methods2026.01 | 0.7798 | 0.7456 | |
| DKT-QSPrediction Target=Questions2020.09 | 0.7715 | — | |
| GAKTPrediction Target=Questions2020.09 | 0.7684 | — | |
| DKTPrediction Target=Skills2020.09 | 0.7561 | — | |
| SAINTCategory=Transformer-based Methods2026.01 | 0.7558 | 0.7186 | |
| DKVMNPrediction Target=Skills2020.09 | 0.755 | — | |
| DHKT2020.12 | 0.7544 | — | |
| KTM2020.12 | 0.75 | — | |
| DKVMN-QInput Level=Question2020.12 | 0.7405 | — | |
| DKVMN2020.12 | 0.7394 | — | |
| DKT2020.12 | 0.7356 | — | |
| DKT-QPrediction Target=Questions2020.09 | 0.7328 | — | |
| DKT-QInput Level=Question2020.12 | 0.7244 | — | |
| KTMPrediction Target=Questions2020.09 | 0.7169 | — | |
| BKT*Students=15,931, Exercise Tags=124, Answers=526 K, Description=best reported result from literature2015.06 | 0.69 | — | |
| BKTStudents=15,931, Exercise Tags=124, Answers=526 K2015.06 | 0.67 | — | |
| BKTPrediction Target=Skills2020.09 | 0.6571 | — | |
| BKT2020.12 | 0.6476 | — | |
| MarginalStudents=15,931, Exercise Tags=124, Answers=526 K2015.06 | 0.62 | — |