Knowledge Tracing on ASSIST12
78.49AUCPLKT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PLKT2026.05 | 78.49 | 76.13 | — | |
| GIKTPrediction Target=Questions2020.09 | 77.54 | — | — | |
| LPKT2026.05 | 76.87 | 75.28 | — | |
| UKT2026.05 | 76.87 | 75.14 | — | |
| AKT2026.05 | 76.85 | 75.26 | — | |
| GAKTPrediction Target=Questions2020.09 | 76.52 | — | — | |
| DKT-QPrediction Target=Questions2020.09 | 76.21 | — | — | |
| CSKT2026.05 | 76.03 | 74.62 | — | |
| SimpleKT2026.05 | 76.01 | 74.92 | — | |
| DKT-QSPrediction Target=Questions2020.09 | 75.82 | — | — | |
| SparseKT2026.05 | 75.45 | 74.59 | — | |
| RAG-KTDeepSeek-R1Type=Ours, LLM Backbone=DeepSeek-R12026.04 | 73.89 | 74.8 | 82.6 | |
| RAG-KTQwen-PlusType=Ours, LLM Backbone=Qwen-Plus2026.04 | 73.35 | 72.6 | 80.68 | |
| RAG-KTGPT-4oType=Ours, LLM Backbone=GPT-4o2026.04 | 72.87 | 72.5 | 79.37 | |
| DKTPrediction Target=Skills2020.09 | 72.86 | — | — | |
| DKVMNPrediction Target=Skills2020.09 | 72.83 | — | — | |
| AKTType=DL-based2026.04 | 72.79 | 73.09 | 77.82 | |
| LLM-KTType=LLM-based (Fine-tuning)2026.04 | 72.57 | 72.23 | 78.73 | |
| HISE-KTType=LLM-based (Prompting)2026.04 | 72.33 | 73.77 | 79.51 | |
| CIKTType=LLM-based (Fine-tuning)2026.04 | 71.89 | 72.63 | 77.67 | |
| 2T-KTType=LLM-based (Fine-tuning)2026.04 | 71.6 | 72.8 | 75.45 | |
| AT-DKTType=DL-based2026.04 | 71.28 | 71.58 | 75.84 | |
| DKT+2026.05 | 71.04 | 72.69 | — | |
| DKT2026.05 | 71.03 | 72.67 | — | |
| SAINT2026.05 | 70.45 | 72.76 | — | |
| DKT+Type=DL-based2026.04 | 70.16 | 71.34 | 75.42 | |
| EPLFType=LLM-based (Fine-tuning)2026.04 | 69.64 | 70.3 | 75.82 | |
| DeepIRT2026.05 | 69.45 | 72.13 | — | |
| DKVMN2026.05 | 69.3 | 72.03 | — | |
| Deep-IRTType=DL-based2026.04 | 69.19 | 71.02 | 75.03 | |
| SAKT2026.05 | 69.15 | 72.09 | — | |
| DKTType=DL-based2026.04 | 69.12 | 70.86 | 74.98 | |
| GKTType=DL-based2026.04 | 69.07 | 70.96 | 75.11 | |
| DKVMNType=DL-based2026.04 | 68.73 | 70.51 | 74.76 | |
| KTMPrediction Target=Questions2020.09 | 67.88 | — | — | |
| EFKTType=LLM-based (Prompting)2026.04 | 66.79 | 63.03 | 66.83 | |
| BKTPrediction Target=Skills2020.09 | 62.04 | — | — |