A soft romantic relationship refers to a low level romantic relationship. Soft romantic can also mean showing little-to-no affection to those whom you are in relationship(s) with.
People who identify as soft romantic can be in a relationship but further they want a lot of space in it. So they won't hold hands always or they won't be always on their partners side. They want their space and their freedom.