现代信息科技2025,Vol.9Issue(10):108-113,119,7.DOI:10.19850/j.cnki.2096-4706.2025.10.020
基于大模型的企业数字化水平智能评估系统研究
Research on Intelligent Evaluation System of Enterprise Digital Level Based on Large Model
摘要
Abstract
Aiming at the problems of single diagnosis dimension,insufficient intelligence of rule engine and poor operability of improvement suggestions in the existing evaluation system,this paper studies and proposes an innovative architecture of intelligent evaluation system based on large language model.Firstly,a four-layer technical system covering the basic layer,data layer,capability layer and application layer is constructed.Secondly,the LoRa method is used to fine-tune the ChatGLM3-6B model,and a dedicated training dataset is constructed based on the offline evaluation report.Finally,an intelligent evaluation platform that can automatically generate diagnostic reports and provide executable recommendations is successfully built.The empirical research shows that compared with the traditional rule system,the system has a significant improvement in the coverage of evaluation indicators,and the implementation score of improvement suggestions has also been improved.It effectively solves the pain points such as unclear path and difficulty in landing measures faced by enterprises in the process of digital transformation,and provides new technical support for the intelligent upgrading of manufacturing industry.关键词
数字化转型/大模型微调/LoRaKey words
digital transformation/large model fine-tuning/LoRa分类
计算机与自动化引用本文复制引用
赵彬,熊姝涵,李金龙..基于大模型的企业数字化水平智能评估系统研究[J].现代信息科技,2025,9(10):108-113,119,7.基金项目
中国信通院西部分院创新发展项目(2024ZY2872) (2024ZY2872)