Summarization
Generate LLM summaries across result sets for quick overviews and insights
Why do anything?
Users can't read all search results. Summaries provide quick understanding of result sets.
Why now?
LLMs can generate coherent summaries across multiple documents.
Why this feature?
LLM generates summary across search results, highlighting key themes and insights.
How It Works
Summarization uses LLM to generate overviews of result sets.
1
Content Extraction
Extract text from documents
2
Context Formation
Form context for LLM
3
Summary Generation
LLM generates summary
Why This Approach
LLM summarization provides human-readable overviews. Configurable style supports different use cases.
Where This Is Used
Integration
retriever = client.retrievers.create(stages=[{"type": "summarize", "style": "executive_brief"}])