Updated: Jul 06, 2026
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1. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.
A) ii, iii, iv
B) i, iii, v
C) i, ii, iii (Duplicate entry in original source)
D) i, ii, iii
2. Who typically defines the system prompt in a testing workflow?
A) CI server automatically without human input
B) Product owner in user stories only
C) A tester configuring the assistant
D) End user during normal chat use
3. Which AI approach requires feature engineering and structured data preparation?
A) Classical Machine Learning
B) Symbolic AI
C) Deep Learning
D) Generative AI
4. What defines a prompt pattern in the context of structured GenAI capability building?
A) Maintaining static documentation repositories without real-time prompt standardization processes
B) Applying a reusable and structured template that guides GenAI models toward consistent outputs
C) Using ad hoc prompts without reference to previously proven structures or examples
D) Treating prompts as access credentials or compliance records rather than functional templates
5. Which statement BEST describes vision-language models (VLMs)?
A) VLMs are unrelated to multimodal LLMs and focus only on UI automation.
B) VLMs are a superset of multimodal LLMs.
C) VLMs are a subset of multimodal LLMs integrating visual and textual information.
D) VLMs process audio and video but not images.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: C |
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