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Benchmarks
Knowledge Tracing on ASSIST Q=11-15 2015 (Moderate Cold Start)
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88.3
Performance Set 1 (Moderate Cold Start)
MAML-KT
74.78
78.29
81.8
85.31
Feb 24, 2026
Performance Set 1 (Moderate Cold Start)
Performance Set 2 (Moderate Cold Start)
Performance Set 3 (Moderate Cold Start)
Performance Set 4 (Moderate Cold Start)
Performance Set 5 (Moderate Cold Start)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Performance Set 1 (Moderate Cold Start)
Performance Set 2 (Moderate Cold Start)
Performance Set 3 (Moderate Cold Start)
Performance Set 4 (Moderate Cold Start)
Performance Set 5 (Moderate Cold Start)
MAML-KT
Cohort Size=10
2026.02
88.3
78.7
76.8
77.9
75.6
DKVMN
Cohort Size=10
2026.02
81
78.5
-
74.9
69.7
MAML-KT
Cohort Size=50
2026.02
79.7
81.4
82.6
80.1
80.2
SAKT
Cohort Size=50
2026.02
79.4
81.8
81
77.8
76.8
MAML-KT
Cohort Size=20
2026.02
76.8
80.7
78
81.7
80.1
DKT
Cohort Size=20
2026.02
75.3
79.1
-
74.3
-
SAKT
Cohort Size=10
2026.02
-
-
71.2
-
-
SAKT
Cohort Size=20
2026.02
-
-
76.1
-
73.2
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