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Generative AI brings testing times for modelers

Flagstar’s lead model validator offers some tips for safely integrating LLMs into risk models.

Architect’s hotel model on top of a reel-to-reel tape recorder, from the album cover of Tranquility Base Hotel + Casino by Arctic Monkeys
Credit: Alamy/David Lichtneker

When you buy a car, a phone, or a toaster, you expect the manufacturer to have conducted tests to ensure the device is safe and reliable. The same is true for risk models at banks.

These models undergo a strict validation process, and are subject to oversight by financial supervisors. Only then can their outputs be used to make decisions: approve a loan, set a credit limit, or flag a suspicious transaction. The model has earned the trust to act.

The advent of large language models (LLMs) with

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