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Generator Functionality: It takes in specific variables and attempts to produce coherent, compelling synopses. The process involves defining functions like
synopsis_gan()andpick_variables(), allowing for repeated generation and refinement within a loop until a synopsis reaches a desired quality grade (e.g., rank 5).Discriminator Functionality: This component assesses the generated synopses, assigning a "grade" or score, typically using more deterministic parameters (temperature set to zero) to produce consistent evaluations. The system’s goal is to improve both the generator and discriminator iteratively, encouraging increasingly better outputs.