The Late-breaking/Demo (LBD) session is a forum for sharing prototype systems, initial concepts, and early results which may have not yet fully matured but are of interest to the Music-IR community. It is also a great entry point for people who are new to ISMIR to showcase their preliminary work and receive early feedback from fellow researchers. Attendees of the LBD can interact with demos or discuss their thoughts on the latest developments in the field.