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

1. Which statement about fine-tuning for test tasks is INCORRECT?

A) It enhances relevance to organizational terminology and formats
B) It replaces the model's general knowledge entirely and prevents overfitting
C) It adapts a pre-trained model to a domain using task-specific data
D) It can be applied to smaller SLMs to improve task performance with lower compute


2. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Use longer temperature settings
B) Randomize prompts each run
C) Provide detailed context
D) Rely on generic examples only


3. Who typically defines the system prompt in a testing workflow?

A) End user during normal chat use
B) CI server automatically without human input
C) Product owner in user stories only
D) A tester configuring the assistant


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

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


5. Which statement BEST describes vision-language models (VLMs)?

A) VLMs are a subset of multimodal LLMs integrating visual and textual information.
B) VLMs are a superset of multimodal LLMs.
C) VLMs process audio and video but not images.
D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C
Question # 3
Answer: D
Question # 4
Answer: C
Question # 5
Answer: A

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