Sentiment Analysis on Indonesian Spotify Reviews (Mixed (Cross-val for ML, Hold-out for DL))
83.14AccuracyBiLSTM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BiLSTMParadigm=DL (PyTorch), Train Samples=14,219, Evaluation Protocol=held-out test set, Params=1,096,5792026.05 | 83.14 | 78.41 | 83.14 | 80.69 | 54.78 | — | |
| Decision TreeParadigm=ML (sklearn), Train Samples=70,155, Evaluation Protocol=5-fold cross-validation2026.05 | 72.86 | 72.73 | 72.86 | 72.69 | 72 | 0.5928 | |
| SVMParadigm=ML (sklearn), Train Samples=70,155, Evaluation Protocol=5-fold cross-validation2026.05 | 69.91 | 69.56 | 69.91 | 69.58 | 70 | 0.5487 | |
| Mult. Naive BayesParadigm=ML (sklearn), Train Samples=70,155, Evaluation Protocol=5-fold cross-validation2026.05 | 49.48 | 61.81 | 49.48 | 46.19 | 46 | 0.2422 |