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Papers Benchmarks Datasets Tasks

Knowledge Tracing research benchmarks – Page 3 · SOTA2 Research

Knowledge Tracing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ASSIST Critical Cold Start 2017 Q=3-10

75.7Performance Score (Set 1)

6

Mar 4, 2026

ASSIST Q=11-15 2015 (Moderate Cold Start)

88.3Performance Set 1 (Moderate Cold Start)

6

Mar 4, 2026

ASSIST Moderate Cold Start Q=11-15 2009

85Set 1 Performance

6

Mar 4, 2026

ASSIST Critical Cold Start 2009 Q=3-10

81.1Performance Score (Set 1)

6

Mar 4, 2026

ASSISTments 2020 (test)

69.4Accuracy

5

May 25, 2026

EdNet-KT1 10% finetuning

81.7AUC

5

Feb 26, 2026

First Python (test)

90.3AUC

5

Feb 26, 2026

EdNet-KT1 updated (test)

72.52Accuracy

5

Feb 26, 2026

CodeWorkout (test)

82.4A1 Performance Score

4

Apr 2, 2026

Student Programming Assignments

80AUC (A1)

3

Apr 2, 2026

Khan Math 8th Grade Common Core

85AUC

3

Feb 26, 2026

Simulated 5-concepts (test)

0.82AUC

3

Feb 26, 2026

Page 3 of 3

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ASSIST EdNet Assistments ALGEBRA milkT

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