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Reference: https://www.isaca.org/credentialing/aaia
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ISACA Advanced in AI Audit Sample Questions:
What is the PRIMARY reason to establish a "kill switch" or manual override capability for an autonomous AI system?
- A. To reduce cloud hosting costs
- B. To allow rapid human intervention to stop the system if it behaves unexpectedly or causes harm
- C. To simplify code deployment
- D. To comply with software licensing terms
Correct Answer: B 🗳️
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An IS auditor identifies that an AI model occasionally invents nonexistent medical test results.
Which of the following recommendations would BEST mitigate this risk?
- A. Decreasing the top-p sampling
- B. Increasing the model context
- C. Increasing the temperature
- D. Enabling frequency penalties on rare words
Correct Answer: A 🗳️
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To confirm the fairness of AI model decisions, the BEST way to collect reliable evidence during an AI audit is by:
- A. Analyzing system metadata.
- B. Observing the system's interactions with end users.
- C. Testing the model with a curated sample data set.
- D. Interviewing developers.
Correct Answer: C 🗳️
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Which of the following techniques would be MOST effective as part of incident management procedures for a prompt injection attack?
- A. Deploy input validation to sanitize abuse prompts.
- B. Fine-tune the AI model.
- C. Scan inputs for code-like structure of text.
- D. Monitor the prompts for excessive special characters.
Correct Answer: A 🗳️
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An IS auditor notes the combined number of records utilized within the training, validation, and testing data sets exceeds the total number of records in the original data set. Which of the following is MOST important for the auditor to determine?
- A. Whether the training, validation, and testing data sets were created in the correct order
- B. Whether the validation data set utilized the same number of records as the training data sets
- C. Whether a sufficient number of records were utilized in the training data set
- D. Whether data leakage occurred from utilizing overlapping records in the data sets
Correct Answer: D 🗳️
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