Tag: RAG

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Naive RAG vs Self-RAG vs Graph RAG: A Comprehensive Overview 

Introduction  In my journey of building and refining Retrieval-Augmented Generation (RAG) pipelines, I’ve encountered multiple approaches—Naive RAG, Self-RAG, and Graph RAG—each addressing distinct challenges in AI-powered question answering. While working on projects such as CONVAID (my text-to-SQL project) and document Q&A…

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FinRAG: Building a Financial Document Query System with RAG 

Introduction  In the fast-paced world of finance, where decisions hinge on timely and accurate information, I saw an opportunity to enhance how financial documents are queried and analyzed. That’s how FinRAG (Financial Retrieval-Augmented Generation) came to life. I built FinRAG to…

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