UiPath Automation Architecture Associate v1 — Question 6

An agent is built to extract customer feedback sentiment. You want to show the LLM how to classify it as ‘Positive’, ‘Neutral’, or ‘Negative’. Which few-shot design is most helpful?

Answer options

• A. Input: “The app is okay I guess.” → Output: “Text”
• B. Input: “I love the new design, very intuitive!” Output: “Positive” Input: “Nothing special, just works.” Output: “Neutral” Input: “Terrible experience, won’t use again.” Output: “Negative”
• C. List words like: “great, okay, bad” and map them to tone.
• D. Use a multiple-choice table with numerical ratings from 1-5.

Correct answer: B

Explanation

Option B is the best choice because it provides clear examples of different sentiment classifications, directly illustrating how to categorize feedback. Options A, C, and D do not offer sufficient context or examples related to sentiment classification, making them less effective for training the LLM in this context.