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

1. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Embeddings
B) Tokenization
C) Transformer
D) Context Window

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

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

3. Which statement BEST contrasts interaction style and scope?

A) Chatbots require API integration; LLM apps do not.
B) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
C) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
D) Both are identical aside from UI theme.

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

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

5. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Ability to respond to prompts without explicit user instructions
B) Use of a conversational tone and improved response personalization
C) Reliance on predefined templates to generate short, factual answers
D) Ability to trigger automated actions beyond conversation

Solutions: