Parent-Document Retrieval

Parent-document retrieval indexes small chunks for precise matching but returns larger parent passages — or the full source document — to the generator when a chunk matches. The small chunk gives the retriever a sharp signal; the larger parent gives the language model sufficient context to reason accurately. This two-level strategy avoids the classic chunking dilemma of choosing between retrieval precision and generational context richness.