We compare the out-of-sample predictive accuracy of a mixture of bond yield models with that of the individual models. The individual models considered here are the dynamic Nelson--Siegel model, arbitrage-free Nelson--Siegel model, and random-walk model. Out-of-sample forecasts for U.S. bond...