Note(s): Linear Regression and Random Forest were evaluated on the full multi-commodity dataset, whereas ARIMA and LSTM models were evaluated on selected commodity-level series. Accordingly, metric values should be interpreted within their respective evaluation contexts and are not directly comparable across all models