Final Exam Grade Prediction on Student Programming Submissions (final exam)
0.17RMSEProposed model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposed modelLSTM neurons=512, FC neurons=1282025.05 | 0.17 | 0.5 | |
| SVMC=1, Kernel=rbf2025.05 | 0.18 | 0.35 | |
| LassoHyper-parameters=alpha tuned from {1e-10 to 5}2025.05 | 0.19 | 0.19 | |
| GPRKernel=rbf, Length scale=10, Noise level=52025.05 | 0.21 | 0.07 | |
| LSTM-code2vec2025.05 | 0.23 | 0.09 | |
| no-skill2025.05 | 0.25 | -0.01 | |
| Linear2025.05 | 0.38 | -0.27 |