AI工程:RAG
关联话题: GraphRAG、Retrieval-Augmented Generation、检索增强生成
RAG实战案例:如何基于 LangChain 实现智能检索生成系统
在人工智能领域,如何有效结合大型语言模型(LLM)的常识性知识与特定的专有数据,一直是业界探索的热点。微调(Fine-tuning)与检索增强生成(RAG)两种方法各有千秋,且都对此问题有着不可忽视的贡献。
Advanced RAG Techniques: an Illustrated Overview
A comprehensive study of the advanced retrieval augmented generation techniques and algorithms, systemising various approaches. The article comes with a collection of links in my knowledge base referencing various implementations and studies mentioned.
Evaluating RAG Applications with RAGAs
A framework with metrics and LLM-generated data to evaluate the performance of your Retrieval-Augmented Generation pipeline.