For assessing pharmacophore virtual screening performance, we use the Database of Useful Decoys: Enhanced (DUDE), which contains 102 protein targets each with their own set of experimentally confirmed actives and (possibly putative) decoys. We note that while there are significant issues in using DUDE for training and evaluating machine learning approaches, the structure-based pharmacophore search we evaluate does not have these drawbacks.