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Question # 1
Who typically defines the system prompt in a testing workflow?
A. A tester configuring the assistant
B. End user during normal chat use
C. CI server automatically without human input
D. Product owner in user stories only
Question # 2
An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above apayment failure. What defect does this MOST LIKELY show?
A. No defect; this is acceptable
B. Reasoning error in risk calculation logic
C. Hallucination
D. Dataset bias toward UI features
Question # 3
Which concept refers to breaking text into smaller units for processing by LLMs?
A. Transformer
B. Embeddings
C. Context Window
D. Tokenization
Question # 4
Which setting can reduce variability by narrowing the sampling distribution during
inference?
A. Increasing temperature
B. Increasing learning rate
C. Lowering temperature
D. Using a larger context window
Question # 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 unrelated to multimodal LLMs and focus only on UI automation.
C. VLMs are a superset of multimodal LLMs.
D. VLMs process audio and video but not images.
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