Systems and methods for managing structured descriptions of entries are described. For example, a machine receives a textual description of an entry representing an item. The textual description represents the item being submitted by a user, and received from a client device associated with the user by a network-based system. The entry, after creation, corresponds to a listing of the item at the network-based system. The machine generates a structured description of the entry based on the textual description of the entry. The structured description includes a name-value pair derived from the textual description submitted by the user. The machine receives an edited version of the structured description based on causing a display of the structured description in a user interface of the client device. The machine stores the edited version of the structured description in a record of a database.