Why it matters
Contextual retrieval proven improvement. Understanding shapes practice.
Advertisement
The architecture
LLM: summarize doc-level context for each chunk.
Prepend to chunk.
Embed enriched chunk.
Advertisement
How it works end to end
50-100 tokens context per chunk.
One-time ingestion cost.
Combine with hybrid + rerank for max.