Generative Transformer-based Models of Symbolic Polyphonic Music Master Thesis Institute for Music Informatics and Musicology, University of Music Karlsruhe Bach Chorale Samples First chorale generated by model 1. Second chorale generated by model 1. MAESTRO Sample Sample generated by the MAESTRO model (manually transcribed). Bach Chorale Reconstructions Original Beweis dein Macht, Herr Jesu Christ. First reconstruction. Second reconstruction. Bach Chorale Latent Model Sample Chorale generated using the latent generative model and the decoder.