The Sequence Knowledge #492: RAG-Fusion is Better than Just RAG
Was this email forwarded to you? Sign up here The Sequence Knowledge #492: RAG-Fusion is Better than Just RAGUnderstanding the principles of RAG-fusion techniques.
Today we will Discuss:
💡 AI Concept of the Day: What is Fusion RAGContinuing our RAG series, today we are going to discuss one of the most sophisticated methods created in recent times. Fusion RAG( also known as RAG-Fusion), an evolution of traditional Retrieval-Augmented Generation (RAG), enhances information retrieval and response generation by leveraging multiple query expansions and advanced ranking techniques. This approach addresses limitations of conventional RAG systems, which often rely on single-document retrieval for complex queries. At its core, Fusion RAG employs multi-query generation to create diverse interpretations of the original user query. These expanded queries are then used to perform multiple vector searches, broadening the scope of relevant information retrieval. The system utilizes Reciprocal Rank Fusion (RRF) to combine and re-rank search results from these multiple queries, prioritizing documents that consistently appear in top positions across different searches... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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