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ResearchFormerly WizWand

Knowledge Tracing on Assistments 2009

0.8574AUCRAG-KTDeepSeek-R1
0.6011440.6676720.73420.800728Feb 6, 2026Feb 21, 2026Mar 9, 2026Mar 24, 2026Apr 9, 2026Apr 24, 2026May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RAG-KTDeepSeek-R1Type=Ours, LLM Backbone=DeepSeek-R12026.040.85740.80.8575
HISE-KTType=LLM-based (Prompting)2026.040.84310.79120.8203
AKTType=DL-based2026.040.84110.73760.8028
RAG-KTQwen-PlusType=Ours, LLM Backbone=Qwen-Plus2026.040.83970.7920.8506
LLM-KTType=LLM-based (Fine-tuning)2026.040.83550.78680.8103
AT-DKTType=DL-based2026.040.82960.72620.7916
RAG-KTGPT-4oType=Ours, LLM Backbone=GPT-4o2026.040.82570.78340.832
DKT+Type=DL-based2026.040.82470.72640.7865
CIKTType=LLM-based (Fine-tuning)2026.040.82270.75170.8027
DKTType=DL-based2026.040.81820.72180.7812
GKTType=DL-based2026.040.81530.72230.7823
2T-KTType=LLM-based (Fine-tuning)2026.040.81320.74550.8065
DKVMNType=DL-based2026.040.81280.71320.7792
EPLFType=LLM-based (Fine-tuning)2026.040.81270.70130.716
PLKT2026.050.811676.57—
Deep-IRTType=DL-based2026.040.80980.71960.7784
AKT2026.050.775474.55—
SimpleKT2026.050.770274.35—
CSKT2026.050.768274.29—
LPKT2026.050.767674.15—
TabPFNTime=1.53s, Epochs=1, Sequence length T=102026.020.766——
TabPFNTime=1.53s, Epochs=1, Sequence length T=152026.020.766——
SparseKT2026.050.760673.88—
AKTTime=418s, Epochs=115, Sequence length T=102026.020.756——
AKTTime=418s, Epochs=115, Sequence length T=52026.020.754——
DKTTime=8.8s, Epochs=22, Sequence length T=152026.020.751——
AKTTime=418s, Epochs=115, Sequence length T=152026.020.751——
DKTTime=8.8s, Epochs=22, Sequence length T=102026.020.749——
DKTTime=8.8s, Epochs=22, Sequence length T=52026.020.748——
DKTTime=8.8s, Epochs=22, Sequence length T=202026.020.744——
TabICLTime=2.72s, Epochs=1, Sequence length T=102026.020.743——
AKTTime=418s, Epochs=115, Sequence length T=202026.020.742——
UKT2026.050.741873.56—
DKT+2026.050.740473.49—
DKT2026.050.740373.46—
SAKT2026.050.730972.88—
DKVMN2026.050.727872.7—
DeepIRT2026.050.727372.75—
TabPFNTime=1.53s, Epochs=1, Sequence length T=52026.020.726——
TabICLTime=2.72s, Epochs=1, Sequence length T=152026.020.724——
TabPFNTime=1.53s, Epochs=1, Sequence length T=202026.020.719——
GBMTime=0.26s, Epochs=1, Sequence length T=152026.020.717——
SAINT2026.050.714172.56—
TabICLTime=2.72s, Epochs=1, Sequence length T=52026.020.714——
GBMTime=0.26s, Epochs=1, Sequence length T=102026.020.707——
TabICLTime=2.72s, Epochs=1, Sequence length T=202026.020.706——
LRTime=0.13s, Epochs=1, Sequence length T=102026.020.702——
GBMTime=0.26s, Epochs=1, Sequence length T=52026.020.701——
GBMTime=0.26s, Epochs=1, Sequence length T=202026.020.676——
LRTime=0.13s, Epochs=1, Sequence length T=52026.020.671——
LRTime=0.13s, Epochs=1, Sequence length T=152026.020.666——
LRTime=0.13s, Epochs=1, Sequence length T=202026.020.633——
EFKTType=LLM-based (Prompting)2026.040.6110.64850.7359