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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

1. What does an embedding represent in an LLM?

A) A set of test cases for validation
B) Numerical vectors capturing semantic relationships
C) Tokens grouped into context windows
D) Logical rules for reasoning

2. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
B) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
C) Diversity for anomaly identification and precision for partitions
D) Precision for anomaly identification and recall for coverage of valid/invalid partitions

3. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Automated compliance validation during AI tool deployment
B) Failure to update system documentation within the test process
C) Difficulty in aligning project milestones with business outcomes
D) Violation of established data handling and regulatory compliance standards

4. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Lowering temperature
B) Increasing temperature
C) Using a larger context window
D) Increasing learning rate

5. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
B) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
C) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
D) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.

Solutions: