Category: LangChain
-
Realtime Graph RAG AI System: Unleashing the Power of Knowledge Graphs
Introduction to Graph RAG Graph RAG (Retrieval-Augmented Generation) is a groundbreaking concept pioneered by NebulaGraph that harnesses the power of knowledge graphs in conjunction with Large Language Models (LLMs). It addresses the fundamental challenge of providing accurate and contextually relevant search results for complex queries, a task that traditional search enhancement techniques often struggle with.…
-
How to Build a JIT Hybrid Graph RAG with Code Tutorial
Introduction to JIT Hybrid Graph RAG In the rapidly evolving landscape of AI and data-driven technologies, the demand for more accurate, context-aware, and efficient search mechanisms has never been higher. Traditional search engines often fall short when dealing with complex queries or specialized domains. This is where the concept of Just-In-Time (JIT) Hybrid Graph Retrieval-Augmented…
-
Top Open Source Tools for Retrieval Augmented Generation AI in 2024
Retrieval Augmented Generation (RAG) is an innovative approach that aims to enhance the capabilities of large language models (LLMs) by integrating them with external knowledge sources. LLMs, while powerful in generating human-like text, are limited by the data they were trained on, which can become outdated or lack specific domain knowledge. RAG addresses this limitation…