Knowledge Tracing on DBE-KT22
97.57AccuracyGKT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GKTevaluation_protocol=5-fold cross-validation2025.12 | 97.57 | 9.12 | 53.33 | 76.81 | 64.9 | — | |
| DKVMNevaluation_protocol=5-fold cross-validation2025.12 | 97.07 | 12.21 | 54.64 | 77.02 | 70.96 | — | |
| SAKTevaluation_protocol=5-fold cross-validation2025.12 | 95.02 | 25.05 | 59.94 | 78.43 | 76.28 | — | |
| DKTevaluation_protocol=5-fold cross-validation2025.12 | 94.58 | 27.21 | 60.89 | 78.77 | 76.6 | — | |
| DTransformerevaluation_protocol=5-fold cross-validation2025.12 | 94.54 | 28.34 | 61.47 | 78.96 | 78.03 | — | |
| SAINT+evaluation_protocol=5-fold cross-validation2025.12 | 93.66 | 30.86 | 62.32 | 79.02 | 78.53 | — | |
| AKTevaluation_protocol=5-fold cross-validation2025.12 | 93.24 | 34.14 | 63.62 | 79.33 | 79.15 | — | |
| PICKTevaluation_protocol=5-fold cross-validation2025.12 | 93.14 | 35.38 | 64.25 | 79.48 | 79.85 | — | |
| RAG-KTDeepSeek-R1Type=Ours, LLM Backbone=DeepSeek-R12026.04 | 78.89 | — | — | — | 76.32 | 86.8 | |
| RAG-KTQwen-PlusType=Ours, LLM Backbone=Qwen-Plus2026.04 | 78.4 | — | — | — | 73.69 | 86.6 | |
| LLM-KTType=LLM-based (Fine-tuning)2026.04 | 77.48 | — | — | — | 75.27 | 78.25 | |
| RAG-KTGPT-4oType=Ours, LLM Backbone=GPT-4o2026.04 | 76.5 | — | — | — | 74.53 | 85.74 | |
| CIKTType=LLM-based (Fine-tuning)2026.04 | 76.38 | — | — | — | 74.73 | 77.14 | |
| 2T-KTType=LLM-based (Fine-tuning)2026.04 | 75.43 | — | — | — | 74.42 | 78.86 | |
| EPLFType=LLM-based (Fine-tuning)2026.04 | 74.63 | — | — | — | 72.72 | 72.38 | |
| AKTType=DL-based2026.04 | 73.61 | — | — | — | 75.29 | 77.48 | |
| AT-DKTType=DL-based2026.04 | 72.32 | — | — | — | 74.18 | 75.48 | |
| GKTType=DL-based2026.04 | 72.06 | — | — | — | 73.11 | 75.03 | |
| Deep-IRTType=DL-based2026.04 | 72.04 | — | — | — | 72.81 | 75.09 | |
| DKT+Type=DL-based2026.04 | 71.76 | — | — | — | 73.42 | 75.06 | |
| DKVMNType=DL-based2026.04 | 71.47 | — | — | — | 72.03 | 74.65 | |
| DKTType=DL-based2026.04 | 71.08 | — | — | — | 72.26 | 74.52 | |
| HISE-KTType=LLM-based (Prompting)2026.04 | 70.82 | — | — | — | 72.4 | 79.94 | |
| EFKTType=LLM-based (Prompting)2026.04 | 63.5 | — | — | — | 68.28 | 66.44 |