Knowledge Tracing on Assistments 2009
0.8574AUCRAG-KTDeepSeek-R1
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAG-KTDeepSeek-R1Type=Ours, LLM Backbone=DeepSeek-R12026.04 | 0.8574 | 0.8 | 0.8575 | |
| HISE-KTType=LLM-based (Prompting)2026.04 | 0.8431 | 0.7912 | 0.8203 | |
| AKTType=DL-based2026.04 | 0.8411 | 0.7376 | 0.8028 | |
| RAG-KTQwen-PlusType=Ours, LLM Backbone=Qwen-Plus2026.04 | 0.8397 | 0.792 | 0.8506 | |
| LLM-KTType=LLM-based (Fine-tuning)2026.04 | 0.8355 | 0.7868 | 0.8103 | |
| AT-DKTType=DL-based2026.04 | 0.8296 | 0.7262 | 0.7916 | |
| RAG-KTGPT-4oType=Ours, LLM Backbone=GPT-4o2026.04 | 0.8257 | 0.7834 | 0.832 | |
| DKT+Type=DL-based2026.04 | 0.8247 | 0.7264 | 0.7865 | |
| CIKTType=LLM-based (Fine-tuning)2026.04 | 0.8227 | 0.7517 | 0.8027 | |
| DKTType=DL-based2026.04 | 0.8182 | 0.7218 | 0.7812 | |
| GKTType=DL-based2026.04 | 0.8153 | 0.7223 | 0.7823 | |
| 2T-KTType=LLM-based (Fine-tuning)2026.04 | 0.8132 | 0.7455 | 0.8065 | |
| DKVMNType=DL-based2026.04 | 0.8128 | 0.7132 | 0.7792 | |
| EPLFType=LLM-based (Fine-tuning)2026.04 | 0.8127 | 0.7013 | 0.716 | |
| PLKT2026.05 | 0.8116 | 76.57 | — | |
| Deep-IRTType=DL-based2026.04 | 0.8098 | 0.7196 | 0.7784 | |
| AKT2026.05 | 0.7754 | 74.55 | — | |
| SimpleKT2026.05 | 0.7702 | 74.35 | — | |
| CSKT2026.05 | 0.7682 | 74.29 | — | |
| LPKT2026.05 | 0.7676 | 74.15 | — | |
| TabPFNTime=1.53s, Epochs=1, Sequence length T=102026.02 | 0.766 | — | — | |
| TabPFNTime=1.53s, Epochs=1, Sequence length T=152026.02 | 0.766 | — | — | |
| SparseKT2026.05 | 0.7606 | 73.88 | — | |
| AKTTime=418s, Epochs=115, Sequence length T=102026.02 | 0.756 | — | — | |
| AKTTime=418s, Epochs=115, Sequence length T=52026.02 | 0.754 | — | — | |
| DKTTime=8.8s, Epochs=22, Sequence length T=152026.02 | 0.751 | — | — | |
| AKTTime=418s, Epochs=115, Sequence length T=152026.02 | 0.751 | — | — | |
| DKTTime=8.8s, Epochs=22, Sequence length T=102026.02 | 0.749 | — | — | |
| DKTTime=8.8s, Epochs=22, Sequence length T=52026.02 | 0.748 | — | — | |
| DKTTime=8.8s, Epochs=22, Sequence length T=202026.02 | 0.744 | — | — | |
| TabICLTime=2.72s, Epochs=1, Sequence length T=102026.02 | 0.743 | — | — | |
| AKTTime=418s, Epochs=115, Sequence length T=202026.02 | 0.742 | — | — | |
| UKT2026.05 | 0.7418 | 73.56 | — | |
| DKT+2026.05 | 0.7404 | 73.49 | — | |
| DKT2026.05 | 0.7403 | 73.46 | — | |
| SAKT2026.05 | 0.7309 | 72.88 | — | |
| DKVMN2026.05 | 0.7278 | 72.7 | — | |
| DeepIRT2026.05 | 0.7273 | 72.75 | — | |
| TabPFNTime=1.53s, Epochs=1, Sequence length T=52026.02 | 0.726 | — | — | |
| TabICLTime=2.72s, Epochs=1, Sequence length T=152026.02 | 0.724 | — | — | |
| TabPFNTime=1.53s, Epochs=1, Sequence length T=202026.02 | 0.719 | — | — | |
| GBMTime=0.26s, Epochs=1, Sequence length T=152026.02 | 0.717 | — | — | |
| SAINT2026.05 | 0.7141 | 72.56 | — | |
| TabICLTime=2.72s, Epochs=1, Sequence length T=52026.02 | 0.714 | — | — | |
| GBMTime=0.26s, Epochs=1, Sequence length T=102026.02 | 0.707 | — | — | |
| TabICLTime=2.72s, Epochs=1, Sequence length T=202026.02 | 0.706 | — | — | |
| LRTime=0.13s, Epochs=1, Sequence length T=102026.02 | 0.702 | — | — | |
| GBMTime=0.26s, Epochs=1, Sequence length T=52026.02 | 0.701 | — | — | |
| GBMTime=0.26s, Epochs=1, Sequence length T=202026.02 | 0.676 | — | — | |
| LRTime=0.13s, Epochs=1, Sequence length T=52026.02 | 0.671 | — | — | |
| LRTime=0.13s, Epochs=1, Sequence length T=152026.02 | 0.666 | — | — | |
| LRTime=0.13s, Epochs=1, Sequence length T=202026.02 | 0.633 | — | — | |
| EFKTType=LLM-based (Prompting)2026.04 | 0.611 | 0.6485 | 0.7359 |