contextual-retrieval
Contextual Retrieval
Prepend situational context to chunks before embedding to preserve document-level meaning.
The Problem
Traditional chunking loses context:
Original document: "ACME Q3 2024 Earnings Report..."
Chunk: "Revenue increased 15% compared to the previous quarter."
Query: "What was ACME's Q3 2024 revenue growth?"
Result: Chunk doesn't mention "ACME" or "Q3 2024" - retrieval fails
The Solution
Contextual Retrieval prepends a brief context to each chunk:
Contextualized chunk:
"This chunk is from ACME Corp's Q3 2024 earnings report, specifically
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