Why Naive RAG Fails in Production: From Chunking and Top-K to Relevance Filtering and Reranking
中文摘要
探讨简单RAG在生产中的失效原因，并建议通过优化分块、相关性过滤和重排序来提升其性能。
English Summary
Explores why naive RAG fails in production and suggests improving it via optimized chunking, relevance filtering, and reranking.
Original Excerpt
RAG is more than embeddings and a vector database. Explore why naive RAG pipelines break in production and how chunking, relevance… Continue reading on Medium »