Context-aware prompting provides structured context (document chunk, schema, examples) for precise extraction.

Context-aware prompting provides structured context (document chunk, schema, examples) for precise extraction. In a document extraction pipeline: system prompt defines the JSON schema for swap/trade documents (counterparty, notional, reset schedule, maturity date). User prompt contains the raw document text. Few-shot examples of edge cases (unusual date formats) are included. This achieved 98% extraction accuracy without fine-tuning.