The Dictionary of Minor Planet Names, now in its fifth edition, is the official reference of the International Astronomical Union. This Addendum gathers some 2,000 newly published names from the period 2003-2005, as well as the latest corrections and amendments to earlier editions. In total, the Dictionary now covers some 12,000 named minor planets, providing authoritative information about the basis for the rich and colorful variety of names.