The MPIR project is a library for multiple precision integer and rational arithmetic, based on the GNU MP library. Work on MPIR began about two years ago and the library has just had its fifth major release. Since that time multiple precision arithmetic has roughly doubled in speed. I shall describe some of the recent algorithmic and other improvements which have been made in the area, as implemented in the MPIR library.