Jun 26, 2025 · 3 min read · 📖Introduction This article is part of the Advance RAG Series, an article series which covers the various tenets of Advance RAG systems. In this article, Step Back Prompting a Query Translation Pattern/Technique will be discussed. This is a more abst...
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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 9, 2025 · 6 min read · Inspired by the fact that when humans face challenges, they often step back and do abstractions to arrive at high-level principles to guide the process, step-back prompting was proposed to ground reasoning on abstractions to reduce the chance of maki...
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May 3, 2025 · 4 min read · Step-back prompting is a technique in prompt engineering that encourages language models to first consider high-level concepts and principles before diving into the specific details of a problem.It involves the model posing a more abstract, broader q...
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Apr 23, 2025 · 16 min read · Query Translation or transformation is a crucial component of Retrieval-Augmented Generation(RAG), often sitting between the raw user query and the retrieval step. Its goal is to improve the quality of retrieval by ensuring that the search query bett...
Join discussionApr 23, 2025 · 16 min read · Introduction:As prompt engineering continues to evolve, techniques like Chain-of-Thought, HyDE, and Step-Back prompting have become critical tools for improving reasoning and output quality in large language models. In this article, we’ll explore how...
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Apr 23, 2025 · 3 min read · What is Step Back Prompting? Step Back Prompting in Retrieval-Augmented Generation (RAG) involves rephrasing a user’s specific query into a broader, more generalized question before initiating the search process. By taking a moment to "step back," th...
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Apr 22, 2025 · 6 min read · Ever asked yourself a tough question and instinctively said, “Wait… let me think for a second”?That quick mental pause, where you rewind, reflect, and rethink what the question is really asking, often helps you avoid a rushed or wrong answer. Now ima...
Join discussionApr 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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