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ASSIST

Benchmarks

Task NameDataset NameSOTA ResultTrend
Knowledge TracingASSIST09 (test)
AUC78.81
21
Cognitive DiagnosisASSIST09 (80%/10%/10%)
Accuracy73.78
18
Cognitive DiagnosisASSIST09 (60%/20%/20%)
Accuracy73.03
18
Cognitive DiagnosisASSIST09 (50%/20%/30%)
ACC0.7257
18
Learner performance predictionASSIST09
Time Cost9.2
11
Learning Path RecommendationASSIST09 L=5 (test)
Learning Effect (Ep)0.4222
9
Learning Path RecommendationASSIST09 L=10 (test)
Learning Effect (Ep)0.5139
9
Learning Path RecommendationASSIST09 L=20 (test)
Learning Effect (Ep)0.5911
9
Knowledge TracingASSIST 2012-2013 (test)
AUC0.7701
9
Student Cognitive DiagnosisASSIST 2017
ACC71.5
8
Student Cognitive DiagnosisASSIST 2009_2010
ACC75.3
8
Knowledge TracingASSIST12
AUC77.54
8
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