RAG Advanced Patterns: Beyond Basic Retrieval
Advanced RAG combines query expansion, hybrid retrieval, reranking, and context compression for better results.
7 articles
Advanced RAG combines query expansion, hybrid retrieval, reranking, and context compression for better results.
While context precision measures noise in retrieved results, context recall measures completeness. Are you retrieving all the documents needed to fully…
Context precision measures whether the retrieved documents are actually relevant to answering the question. High precision means less noise for the…
For many teams, the Assistants API's Retrieval tool removes the most tedious parts of building a knowledge assistant — you upload documents and the…
Implementing auto-merge retrieval to automatically combine related chunks for comprehensive context.
Implementing sentence window retrieval to balance precision and context in RAG systems.
Advanced techniques for improving Retrieval-Augmented Generation systems for better accuracy and relevance.