Human listening tests are the gold standard for evaluating synthesized speech. Objective measures of speech quality have a low correlation with human ratings, and the generalization abilities of current data-driven quality prediction systems suffer significantly from domain mismatch. The VoiceMOS Challenge aims to encourage research in the area of automatic prediction of Mean Opinion Scores (MOS) for synthesized speech.