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

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

A) It replaces the model's general knowledge entirely and prevents overfitting
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 can be applied to smaller SLMs to improve task performance with lower compute

3. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Specify that the role is a test architect specializing in CI/CD pipelines.
B) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Add a step to review the change log for syntax errors before analysis.
D) Include references to version control systems like Git in the constraints.

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

5. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It produces scripted conversational responses similar to traditional bots
B) It dynamically generates test insights using contextual information
C) It provides fixed responses from predefined rule sets and scripts
D) It focuses primarily on visual dashboards and user navigation features

Solutions: