1. A computer-implemented method comprising: receiving a first request for a relationship visualization, wherein the request indicates a user and a non-person entity; determining, from a multipartite graph, a first set of relationship paths coupling entity nodes for the user and the non-person entity, wherein a relationship path includes one or more entity nodes indicating contextual information for a relationship between the user and the non-person entity; selecting, from the first set of relationship paths, a first group of entity nodes to represent the relationship between the user and the non-person entity; and providing a first relationship visualization, which displays contextual information from the first group of entity nodes to illustrate the relationship between the user and the non-person entity.