Systems and methods for generating factually accurate, diverse, and comprehensive text

A system for retrieval augmentation in text generation, comprising:

• a computing device comprising a processor and memory storing code that when executed by the processor causes the computing device to at least:
• generate a set of global exploration plans, each global exploration plan comprising a list of query aspects for creating a response to a query and a corresponding query formulation of each query aspect for retrieving relevant content;
• retrieve information based upon each of the set of global exploration plans;
• and
• generate a detailed response to the query by refining the retrieved information, the accuracy of the detailed response based upon evaluation by a trained reward model, the detailed response rendered for display.

A non-transitory computer readable medium comprising code that when executed by a processor of a computing device:

• generates a set of global exploration plans, each global exploration plan comprising a list of query aspects for creating a response to a query and a corresponding query formulation of each query aspect for retrieving relevant content;
• retrieves information based upon each of the set of global exploration plans;
• and
• generates a detailed response to the query by refining the retrieved information, the accuracy of the detailed response based upon evaluation by a trained reward model, the detailed response rendered for display.