SCShrey C paunwalainshreypaunwala.hashnode.dev·Apr 23, 2025 · 1 min readFrom Rags to Riches- Advanced RAG IntroIn this module, we will talk about how to increase accuracy of RAGs. Big companies require their data outcome from LLM’s to be accurate, so there are many techniques developed for the same. First, let us see what is difference between Basic RAG and A...00
SCShrey C paunwalainshreypaunwala.hashnode.dev·Apr 23, 2025 · 1 min readHyDE and Step back promptingIntroduction In this blog, we will discuss what is HyDE and step back prompting is. HyDE ,also called as Hypothetical Document Embeddings, is query transformation technique majorly used for LLM’s. In this technique ,HyDE creates a “Hypothetical” answ...00
SCShrey C paunwalainshreypaunwala.hashnode.dev·Apr 23, 2025 · 3 min readQuery Decomposition( Advanced RAG )Introduction IN Parallel Query retrieval and reciprocal rank fusion, we were just re-writing the query in different forms, we were not changing the abstraction parameter of query. Query decomposition deals with converting a more abstract query to les...00
SCShrey C paunwalainshreypaunwala.hashnode.dev·Apr 23, 2025 · 3 min readReciprocal Rank fusion(Advanced Rag Technique)In this module, we will study about reciprocal rank fusion technique for Query transformation Reciprocal Rank Fusion RAG’s most important step is Retrieval stage which can make or break the RAG pipeline. So techniques like Parallel Query, Reciprocal ...00
SCShrey C paunwalainshreypaunwala.hashnode.dev·Apr 22, 2025 · 2 min readParallel Query Retrieval (Advanced RAG technique)Parallel query retrieval, also know as fan out retrieval, is a method of retrieving relevant chunks by increasing number of queries given by user and take data from it. In this technique, we take input prompt from user and give that input prompt to a...00
