Using Combinatorial Optimization to Design a High quality LLM Solution

Understand

We introduce a novel LLM based solution design approach that utilizes combinatorial optimization and sampling.

• Specifically, a set of factors that influence the quality of the solution are identified.
• They typically include factors that represent prompt types, LLM inputs alternatives, and parameters governing the generation and design alternatives.
• Identifying the factors that govern the LLM solution quality enables the infusion of subject matter expert knowledge.