The main purpose of this paper is to introduce and study new classes of soft closed sets like soft regular generalized b-closed sets in soft topological spaces (briefly soft-rgb-closed set) Moreover, soft rga-closed, soft gpr-closed, soft gb-closed, soft gsp-closed, soft ga-closed, soft gab-closed, and soft sgb-closed sets in soft topological spaces are introduced in this paper and we investigate the relations between soft rgb-closed set and the associated soft sets. Also, the concept of soft semi-regularization of soft topology is introduced and studied their some properties. We introduce these concepts which are defined over an initial universe with a fixed set of parameters.