Why I stopped using pure semantic search for RAG When I built a hybrid retrieval system, I learne...Why I stopped using pure semantic search for RAG When I built a hybrid retrieval system, I learne...
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Why I stopped using pure semantic search for RAG
When I built a hybrid retrieval system, I learned semantic search alone misses exact matches, things like IDs, codes, or specific terms that don't need "understanding," just exact lookup.
Combining vector search with keyword matching fixed retrieval accuracy on structured data significantly. If you're building a RAG system and it's confidently wrong on specific lookups, this is usually why.
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