Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

本文介绍了大型语言模型（LLMs）和检索增强生成（RAG）系统在电信领域的应用所面临的独特挑战，主要是由于电信标准文件的复杂性和该领域的快速发展。本文介绍并开源了Telco-RAG，这是一个定制的RAG框架，旨在处理电信标准，特别是第三代合作伙伴计划（3GPP）文件的特定需求。Telco-RAG解决了在高度技术性内容上实现RAG管道的关键挑战，为在电信领域应用LLMs铺平了道路，并为其他技术领域的RAG实现提供了指导。

Telco-RAG addresses the challenge of implementing a RAG pipeline on highly technical content in the telecommunications domain, particularly 3GPP documents.

Telco-RAG is a customized RAG framework designed to handle the specific needs of telecommunications standards.

The paper offers guidelines for RAG implementation in other technical domains and open-sources Telco-RAG. The experiment is conducted on 3GPP documents.

Related work includes research on LLMs and RAG systems in technical domains, but this paper is the first to specifically address the challenges of applying these techniques in the telecommunications domain.