Isaca ISACA Advanced in AI Audit (AAIA) AAIA Question # 9 Topic 1 Discussion
AAIA Exam Topic 1 Question 9 Discussion:
Question #: 9
Topic #: 1
Which of the following is the PRIMARY reason IS auditors must be aware that generative AI may return different investment recommendations from the same set of data?
A.
Limitations can arise in the quantification of risk profiles.
B.
Neural node access varies each time the process is executed.
Generative AI systems, particularly those based on transformer models, produce outputs using probabilistic computations. As a result, even when given the same input data, these models may generate different outputs depending on sampling strategies (e.g., temperature, top-k sampling).
“Generative AI operates probabilistically, meaning that outputs can vary with each run based on stochastic sampling techniques. This variability is expected and must be accounted for in risk-sensitive environments like finance.”
While A and B refer to limitations and architecture, and D is unrelated to logic, C directly explains the output inconsistency.
[Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: “AI Fundamentals and Technologies,” Subsection: “Stochastic Behavior in Generative Models”, ]
Contribute your Thoughts:
Chosen Answer:
This is a voting comment (?). You can switch to a simple comment. It is better to Upvote an existing comment if you don't have anything to add.
Submit