The computational detection of functional transcription factor binding sites in genomic sequence is one of the challenges of the post-genomic era. Several groups have approached this problem from different directions and have demonstrated considerable success. The purpose of this communication, however, is to point out an imperfection in the way computational results are commonly reported that may lead to a distorted picture of the performance of existing algorithms.