Exponential-polynomial families like the Nelson-Siegel or Svenson family ar
e widely used to estimate the current forward rate curve. We investigate wh
ether these methods go well with intertemporal modelling. We characterize t
he consistent It (o) over cap, processes which have the property to provide
an arbitrage-free interest rate model when representing the parameters of
some bounded exponential-polynomial type function. This includes diffusion
processes in particular. We show that there is a strong limitation on their
choice. Bounded exponential-polynomial families are best not used for mode
lling the term structure of interest rates.