话题AI工程 › RAG

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.

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