Generative system for writing entity recommendations

Abstract

Methods, systems, and apparatuses include receiving input of a selection from a client device providing a graphical user interface and a recommendation interface, where the input of the selection includes an explicit attribute. Implicit attribute suggestions are generated based on the explicit attribute. The implicit attribute suggestions are sent to the client device. Attribute selections including at least one implicit attribute suggestion are received from the client device. Prompts are created based on the attribute selections. A generative language model is applied to the prompts. Content including a suggested user recommendation for the first user profile is output by the generative language model based on the prompts. The suggested user recommendation is sent to the client device to cause the suggested user recommendation to be presented on the recommendation interface.