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Student success prediction on OULAD t=56 days (strict LEAP)
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95.6
Accuracy
D: EAV + ONNX DT
57.64
67.495
77.35
87.205
Jun 28, 2026
Accuracy
ROC-AUC
PR-AUC
Brier Score
Updated 26d ago
Evaluation Results
Method
Method
Links
Accuracy
ROC-AUC
PR-AUC
Brier Score
D: EAV + ONNX DT
$/q=∼$0.04
2026.06
95.6
-
-
-
E: EAV + DT (local LM)
$/q=$0.00
2026.06
95.6
-
-
-
F: EAV + XGBoost
$/q=$0.00
2026.06
93.6
-
-
-
C: EAV + GPT-4o
$/q=∼$0.05
2026.06
89.8
-
-
-
Majority baseline
$/q=$0.00
2026.06
70.1
-
-
-
A: Commercial RAG
$/q=∼$0.04
2026.06
67.2
-
-
-
B: SQL+Vector RAG
$/q=∼$0.06
2026.06
59.1
-
-
-
GBDT
Evaluation Protocol=st...
2026.05
-
86.02
82.24
0.1511
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