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May 8, 2025 · 4 min read · HyDE (Hypothetical Document Embedding) is a technique used in Retrieval-Augmented Generation (RAG) systems to improve document retrieval by generating a hypothetical document based on the user's query.Instead of directly using the user query for retr...
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May 7, 2025 · 5 min read · Combining Chain of Thought (CoT) with Retrieval-Augmented Generation (RAG) involves structuring the RAG process to include step-by-step reasoning, typically involving analyzing retrieved documents before generating a final answer.This approach, often...
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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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May 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 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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