检索增强生成（RAG）在开放域问答任务中表现出色。然而，传统搜索引擎可能会检索浅层内容，限制了大型语言模型（LLM）处理复杂、多层次信息的能力。为了解决这个问题，我们引入了WebWalkerQA，一个旨在评估LLM执行网页遍历能力的基准。它评估LLM ...

2025年RAG技术并不会消亡，而是以新的范式 Agentic RAG 得到更广泛、深入应用，2025新鲜出炉的Agentic RAG全栈技术综述：全面回顾了RAG的发展历程，从最初的Naïve RAG到Advanced RAG，再到Modular RAG和Graph RAG，每种范式都有优劣。Agentic ...

全面回顾了RAG的发展历程，从最初的Naïve RAG到Advanced RAG，再到Modular RAG和Graph RAG，每种范式都有优劣。Agentic RAG作为最新范式，通过引入自主Agent实现了动态决策和工作流程优化。 Naïve RAG是检索增强生成的基础实现，它侧重于基于关键词的检索和静态数据集。

This repository accompanies the paper "Agentic Retrieval-Augmented Generation : A Survey On Agentic RAG," providing supplementary materials, visualizations, and insights into the taxonomy, ...

These efforts aim to refine the quote-based RAG pipeline, making high-performing NLP systems more scalable and resource-efficient. Sana Hassan, a consulting intern at Marktechpost and dual-degree ...

With the launch of the Contextual AI Platform, enterprises will be able to create specialized “RAG agents” that can automate knowledge work on behalf of users. The new platform is based on an ...

Bluesfest 2025 will bring plenty of nostalgia to the stage, with the festival's fourth artist line-up drop featuring the Queen of Funk, one of the staples of yacht rock and arguably the greatest ...

原文： Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely ...

In his book The Mathematical Universe, mathematician William Dunham wrote of John Venn’s namesake legacy, the Venn diagram, “No one in the long history of mathematics ever became better known ...

For RAG systems specifically, RAGAS and LlamaIndex emerged as evaluation tools, with RAGAS focusing on response accuracy and relevance using human evaluators, while LlamaIndex employs GPT-4 for ...