RAG can improve the efficacy of large language model (LLM) applications by leveraging custom data AIChat has a built-in vector database and full-text search engine, eliminating reliance on third-party ...

TrustRAG is a configurable and modular Retrieval-Augmented Generation (RAG) framework designed to provide reliable input and trusted output, ensuring users can obtain high-quality and trustworthy ...

尽管检索增强生成（RAG）系统通过外部检索扩展了大语言模型（LLM）的能力，并取得了一定进展，但这些系统在应对复杂多变的工业应用需求时仍显不足。特别是在提取深度领域知识和进行逻辑推理方面，仅依赖检索的方式存在明显短板。为此，微软推出了PIKE ...

Organisations should build their own generative artificial intelligence-based (GenAI-based) on retrieval augmented generation (RAG) with open source products such as DeepSeek and Llama.