Exam CCA-F Topic 1 Question 4 Discussion

Actual exam question for Anthropic's CCA-F exam
Question #: 4
Topic #: 1
A data extraction pipeline uses few-shot examples to teach Claude how to extract invoice line items. To ensure the model handles unexpected formats reliably, what must be included in the few-shot examples?

Suggested Answer: A Vote an answer

Few-shot examples should demonstrate ambiguous-case handling and edge case coverage. At least one example should demonstrate an ambiguous or edge case to establish the expected reasoning pattern.

by Ann at Jul 04, 2026, 11:34 AM

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