Given the nearly infinite chemical space of polymer systems, there is a clear need to be able to parameterize novel chemistries with minimal user intervention and direct knowledge only of the monomers and how they may be connected. However, general polymer systems pose three major challenges to traditional automatic parameterization methods owing to their novelty, chemical complexity, and size.