智能科学与技术学报2024，Vol.6Issue(1)：41-51,11.DOI:10.11959/j.issn.2096-6652.2024015
RAG-PHI:检索增强生成驱动的平行人与平行智能
RAG-PHI:RAG-driven parallel human and parallel intelligence
摘要
Abstract
The advancement of large models offers new perspectives and foundation intelligence for building parallel hu-man ecosystems comprised of biological humans,digital humans,and robotic humans.However,challenges such as time-limited updates to knowledge,inadequate specialized capabilities,and risks of information privacy leakage persist in the management and control of complex systems.To tackle these issues,a retrieval-augmented generation-driven parallel hu-man and parallel intelligence framework(RAG-PHI)is introduced.It proposes to establish an open data platform that fa-cilitates the integration of real-time,industry-specific,and private knowledge into the parallel human system.It develops dynamic routing and retrieval for context capture and the reconfiguration of parallel human capabilities,along with intro-ducing context-aware prompt learning to enhance cognitive and behavioral skills.Furthermore,towards the organization and management,training and evaluation,operation and production of parallel human,the structures of parallel human community,parallel human school,and parallel human factory are proposed by the RAG-PHI architecture.These are de-signed to foster a parallel human ecosystem powered by RAG and large foundation models,thereby enhancing productiv-ity in the age of intelligent industries.关键词
检索增强生成/平行人/平行智能/大模型Key words
retrieval-augmented generation/parallel human/parallel intelligence/large model分类
信息技术与安全科学引用本文复制引用
田永林,朱正秋,王飞跃,王兴霞,王雨桐,王建功,郭超,范丽丽,沈甜雨,武万森,张红梅..RAG-PHI:检索增强生成驱动的平行人与平行智能[J].智能科学与技术学报,2024,6(1):41-51,11.基金项目
广东省重点领域研发计划(No.2020B090921003) （No.2020B090921003）
广州市智能网联汽车重大科技专项(No.202007050002) （No.202007050002）
中国科协青年人才托举工程(No.YESS20220372) （No.YESS20220372）
澳门特别行政区科学技术发展基金资助项目(No.0093/2023/RIA2)The Key-Area Research and Development Program of Guangdong Province(No.2020B090921003),The Key Re-search and Development Program of Guangzhou(No.202007050002),The Young Elite Scientists Sponsorship Program of China As-sociation of Science and Technology(No.YESS20220372),The Science and Technology Development Fund of Macau Special Ad-ministrative Region(No.0093/2023/RIA2) （No.0093/2023/RIA2）
