Dec 7, 2025 · 5 min read · Problem statement Large organizations commonly have multiple teams and business users who rely on a central data-analysis team to answer short, often urgent questions about company data (examples: “which customers churned last month?”, “top 10 SKUs b...
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Jul 27, 2025 · 7 min read · 1. Query Translation Effective Retrieval-Augmented Generation begins by shaping your user’s raw input into a form that maximizes retrieval quality. Here are core techniques: Query Expansion By automatically injecting synonyms, hypernyms, or semantic...
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Jun 24, 2025 · 7 min read · INTRODUCTION RAG, or Retrieval-Augmented Generation, is an AI framework that combines the strengths of traditional information retrieval systems with the abilities of generative large language models (LLMs). It lets LLMs use and include current, exte...
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May 3, 2025 · 4 min read · 1️⃣ Parallel Query Retrieval (Fan-Out) 🚀 Send multiple queries at once for faster, smarter results! Instead of sending just one query to your model, fan-out sends multiple variations at once. It’s like asking several questions to get the best answe...
Join discussionMay 1, 2025 · 4 min read · Reciprocal Rank Fusion (RRF) in RAG (Retrieval-Augmented Generation) is a technique used to combine multiple ranked lists of documents from different retrieval systems or search modes into a single, more accurate ranking.This is particularly useful w...
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Apr 28, 2025 · 4 min read · 🧠 Why Query Translation Matters Imagine you're Googling:"Best biryani recipe for Sunday night" —but Google only shows you "best biryani restaurants in Hyderabad". 🙃 Good Retrieval = fetching exactly what you meant.Query Translation = tweaking your ...
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Apr 25, 2025 · 6 min read · Parallel query retrieval, also known as fan-out retrieval, in Retrieval-Augmented Generation (RAG) involves generating multiple, slightly different queries based on the user's input and then running these queries in parallel against the vector databa...
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Apr 21, 2025 · 2 min read · Query Translation refers to the process of transforming the initial user query into various forms or sub-queries to enhance the retrieval process , providing more relevant information to user . Now, there are different techniques in which we can tra...
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