Every year the US government institute NIST (National Institute for Standardization and Technologies) [3] organize a speaker verification/identification evaluation. Any research institute can participate. In 1997 IDIAP choosed to participate in collaboration with ENST (Paris/France). The common part of the IDIAP and ENST system was the threshold calculator, and the first tests on GMM systems.