Free ISTQB CT-GenAI Exam Questions

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

2.2.2 A team uses few-shot prompting with three prior Gherkin examples to transform a new user story into Given-When-Then scenarios. The output includes steps covering both functional and negative paths. Which benefit is most likely achieved here?

3.1.3 A team formats the test data fed into an LLM in CSV with clearly labeled columns instead of using a loosely formatted text file. Which risk reduction method is being used?

4.2.2 An organization develops an in-house LLM-based test automation framework. While privacy and control are maximized, the QA lead finds inconsistencies in how outputs are validated and maintained over time. Which LLMOps practice is essential to address this?

1.1.4 A software testing team needs to evaluate whether a multimodal LLM can handle both textual defect reports and related application screenshots in a single test prompt. What is the key preprocessing step for the image before passing it to the transformer architecture?