Question 155
CCA-F is a newly released exam. These practice questions reflect our best current understanding — the exact wording and question formats may change in the live exam until the certification matures. Use them to learn the concepts, not to memorize.
Scenario: Structured Data Extraction - You need consistent extraction of informal recipe measurements like "two handfuls of rice" and "a pinch of salt" into a normalized `{amount, unit}` structure. A purely descriptive instruction produces inconsistent, ad-hoc conversions. Which technique works best here?
- AProvide few-shot examples mapping several informal phrases to the exact desired output structure.
- BWrite a longer prose description of how to handle every informal unit.
- CForce `tool_choice: "any"` to guarantee JSON output.
- DRaise the temperature so the model is more creative with conversions.