SemanticScuttle - klotz.me

Tags: semantic search* + rag*

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1. How to Use Hybrid Search for Better LLM RAG Retrieval

   Combining dense embeddings with BM25 for advanced local LLM RAG pipeline

   2024-08-12 Tags: rag, lm, bm25, hybrid search, semantic search, keyword search by klotz
2. Advanced RAG Techniques

   This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and contextually rich responses.

   2024-08-01 Tags: rag, nlp, machine learning, information retrieval, natural language processing, llm, embeddings, semantic search by klotz
3. Getting Started with RAG

   This article explains Retrieval Augmented Generation (RAG), a method to reduce the risk of hallucinations in Large Language Models (LLMs) by limiting the context in which they generate answers. RAG is demonstrated using txtai, an open-source embeddings database for semantic search, LLM orchestration, and language model workflows.

   2024-06-23 Tags: rag, llm, hallucinations, txtai, embeddings database, semantic search, orchestration, text, github by klotz

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