Cochrane and Piazzesi (2005) show that (i) lagged forward rates help predict bond returns and that (ii) modern … model combines one moving-average with the usual three Gaussian risk factors, closely matches the bond risk premium measured … from predictive regressions and provides better forecasts of bond returns. Our framework nests Duffee (2011) models with a …