08/Dec/2025 12:00 PM
This paper outlines a model risk management (MRM) framework tailored to Large Language Models (LLMs) in finance and insurance. While existing MRM principles remain relevant, their application must evolve. Traditional models are validated against fixed datasets and exhibit stable behavior, but LLMs generate dynamic, unpredictable outputs that demand continuous oversight rather than static validation.