This repository hosts the code of LightRAG. The structure of this code is based on nano-graphrag. If you want to use Ollama models, you need to pull model you plan to use and embedding model, for ...

将推理与RAG相结合仍面临挑战，例如复杂查询需要多步分解，且LLMs难以生成精确的子查询，导致检索效率低下。 人类思维过程与 DeepRAG 的对应关系。具体来说，检索叙事确保了结构化和自适应的检索流程，根据之前检索到的信息生成子查询，并且原子决策动态 ...

Talk about an ingenious — or should we say, in-jeanius? — fashion hack. While Rag & Bone’s Miramar jeans are a dead ringer for denim, they’re just as soft as sweatpants — and right now ...

DeepSeek R1 只是一个开始。凭借即将推出的自我验证和多跳推理等功能，未来的 RAG 系统可以自主辩论和完善其逻辑。 是否想过直接向PDF文档或技术手册提问？本文将演示如何通过开源推理工具DeepSeek R1与本地AI模型框架Ollama搭建检索增强生成（RAG）系统。 利用 ...

Such huge success invites attention and curiosity to learn more about it. In this article, we will look into implementing a Retrieval-Augmented Generation (RAG) system using DeepSeek R1. We will cover ...