CCA-F: Claude Certified Architect — Foundations

By Anthropic · Question Mode

QuestionQ105

Context Management & Reliability

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

Your extraction pipeline processes contracts that commonly include amendments. When a contract contains both original terms and later amendments (e.g., an original clause specifies "30-day payment terms" while Amendment 1 changes this to "45 days"), the model inconsistently extracts either value without indicating which one applies.

What is the most effective approach for improving extraction accuracy for documents containing amendments?

Explanation

Amended contracts require a representation of both the original and revised terms, together with provenance and temporal context. Capturing multiple field values with their source locations and effective dates preserves the amendment history, supports determination of the applicable term, and provides an auditable structured output for downstream systems. Claude’s citation capability supports returning source locations for statements extracted from supplied documents.

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