You are building a classifier to categorize customer reviews, but the model struggles with ambiguous…

Question

You are building a classifier to categorize customer reviews, but the model struggles with ambiguous scenarios like sarcasm and mixed sentiments. You decide to use few-shot prompting. What is the recommended best practice for this scenario?

Accepted Answer

C. Provide 2 to 4 examples, ensuring that at least one example specifically addresses an ambiguous edge case like sarcasm.

Answer

A. Provide exactly 1 example of a standard positive review to establish the JSON format.

Answer

B. Provide 8 to 10 examples to ensure every possible sentiment category is covered comprehensively.

Answer

D. Avoid few-shot prompting and instead use a detailed system prompt explaining the exact definition of sarcasm.

Question 288