... is critical for managing sovereign credit risk, especially in politically and economically unstable environments. Design/methodology/approach The paper proposes a hybrid forecasting framework combining Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) deep learning models with the Nelson-Siegel...