Stock price forecasting on MSE (test)
0.81-Day MAPENode Transformer with BERT Sentiment Analysis
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Node Transformer with BERT Sentiment Analysisconfig=Full Model2026.03 | 0.8 | 1.8 | 2.8 | 0.59 | |
| BERT + LSTMDescription=Hybrid baseline concatenating BERT features and price data2026.03 | 0.88 | 2 | 3.1 | 0.65 | |
| Simple Transformer2026.03 | 0.9 | 2.1 | 3.3 | 0.67 | |
| XGBoost2026.03 | 0.95 | 2.2 | 3.5 | 0.7 | |
| LSTM2026.03 | 1 | 2.3 | 3.8 | 0.74 | |
| SVR2026.03 | 1.05 | 2.4 | 3.9 | 0.78 | |
| Random Forest2026.03 | 1.1 | 2.5 | 4 | 0.81 | |
| VAR2026.03 | 1.15 | 2.6 | 4.2 | 0.85 | |
| ARIMA2026.03 | 1.2 | 2.8 | 4.5 | 0.89 | |
| Naïve Random Walk2026.03 | 1.35 | 3.4 | 5.8 | 1 |