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You are building a structured data extraction system using Claude.

You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.

Your extraction system implements automatic retries when validation fails. On each retry, the specific validation error is appended to the prompt. This retry-with-error-feedback approach resolves most failures within 2–3 attempts.

For which failure pattern would additional retries be LEAST effective?

A.

The model extracts keywords as a nested object organized by category when the schema requires a flat array of strings.

B.

The model extracts “et al.” for co-authors when the full list exists only in an external document not in the input.

C.

The model extracts citation counts as locale-formatted strings (“1,234”) when the schema requires integers.

D.

The model extracts dates as ISO 8601 datetime strings (“2023-03-15T00:00:00Z”) when the schema requires only the date portion (YYYY-MM-DD).

Anthropic CCAR-F Summary

  • Vendor: Anthropic
  • Product: CCAR-F
  • Update on: Jul 12, 2026
  • Questions: 60
Price: $52.5  $149.99
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