JSJaskamal Singhinjassis-blog.hashnode.dev·May 8, 2025 · 4 min readHyDE (Hypythetical Document Embedding)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...00
JSJaskamal Singhinjassis-blog.hashnode.dev·May 7, 2025 · 5 min readCoT - Chain of ThoughtsCombining 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...00
JSJaskamal Singhinjassis-blog.hashnode.dev·May 3, 2025 · 4 min readStep Back Prompting AlgorithmStep-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...00
JSJaskamal Singhinjassis-blog.hashnode.dev·May 1, 2025 · 4 min readReciprocal Rank FusionReciprocal 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...00
JSJaskamal Singhinjassis-blog.hashnode.dev·Apr 25, 2025 · 6 min readParallel Query Retrieval (Fan Out)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...00