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DBE-KT dataset and benchmarks · SOTA2 Research

Research Datasets

DBE-KT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Learner Correctness Simulation

DBE-KT22

73.03Accuracy

23

Knowledge Tracing

DBE-KT22 (test)

79.8AUC

21

Learner Answer Simulation

DBE-KT22

69.4Accuracy

18

Correctness simulation accuracy

DBE-KT22 50% historical interaction logs

71.27Accuracy

11

DBE-KT (test)

66.66AA

10

DBE-KT (test)

70.99AA

10

DBE-KT (test)

81.64AA

10

Learner Behavior Simulation

DBE-KT22

3Time (h)

6

Learner Performance Prediction

DBE-KT22+ original and augmented (test)

85.16F1 Score

6

Popular tasks

Topic Coverage Difficulty Discrimination Knowledge Tracing Learner Performance Prediction

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