Systems and methods for synthetic database query generation

A method comprising:

• executing, via one or more processors, operations comprising:
• based on a user interaction, with a user interface, involving a query input, inputting the query input into a natural language processing model to derive a type of the query input;
• routing, via a network, based on the type of the query input, the query input to a trained model that is trained to generate synthetic values for a selected subclass within a class and not for other subclasses within the class;
• and
• based on the routing of the query input to the trained model, inputting the query input to the trained model to generate a subclass-specific synthetic dataset that satisfies a statistical similarity criterion associated with both the synthetic dataset and a reference dataset, wherein the statistical similarity criterion comprises one or more of a statistical correlation score between the synthetic dataset and the reference dataset, a data similarity score between the synthetic dataset and the reference dataset, or a data quality score for the synthetic dataset.

One or more non-transitory computer-readable media storing instructions that, when executed by one or more processors, cause operations comprising:

• based on a user interaction, with a user interface, involving a query input, inputting the query input into a natural language processing model to derive a type of the query input;
• routing, via a network, based on the type of the query input, the query input to a trained model that is trained to generate synthetic values for a selected subclass within a class and not for other subclasses within the class;
• and
• based on the routing of the query input to the trained model, inputting the query input to the trained model to generate a subclass-specific synthetic dataset that satisfies a statistical similarity criterion associated with both the synthetic dataset and a reference dataset, wherein the statistical similarity criterion comprises one or more of a statistical correlation score between the synthetic dataset and the reference dataset, a data similarity score between the synthetic dataset and the reference dataset, or a data quality score for the synthetic dataset.