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Benchmarks
Student success prediction on OULAD t=14 days (strict LEAP)
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0.998
Accuracy
D: EAV + ONNX DT
0.45408
0.59529
0.7365
0.87771
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
0.998
-
-
-
E: EAV + DT (local LM)
$/q=$0.00
2026.06
0.998
-
-
-
F: EAV + XGBoost
$/q=$0.00
2026.06
0.998
-
-
-
Majority baseline
$/q=$0.00
2026.06
0.918
-
-
-
C: EAV + GPT-4o
$/q=∼$0.05
2026.06
0.799
-
-
-
A: Commercial RAG
$/q=∼$0.04
2026.06
0.654
-
-
-
B: SQL+Vector RAG
$/q=∼$0.06
2026.06
0.475
-
-
-
RF
Evaluation Protocol=st...
2026.05
-
74.04
69.14
0.2045
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