现代信息科技2025,Vol.9Issue(3):50-55,6.DOI:10.19850/j.cnki.2096-4706.2025.03.010
基于大语言模型的智能学习助手设计与实现
Design and Implementation of Intelligent Learning Assistant Based on Large Language Model
摘要
Abstract
The rapid development of Artificial Intelligence technology,especially the breakthrough progress of Large Language Model(LLM)in Natural Language Processing field,has brought new opportunities for the digital transformation of education.Focusing on the learning difficulties of the data structure course in computer-related majors,using the open-source LLM development platform Dify,and integrating core technologies such as knowledge point text representation,retrieval enhancement,and text generation,an intelligent learning assistant has been designed and implemented.By integrating multisource knowledge bases,the assistant can accurately match students'personalized questions and generate answers consistent with the intent of students'questions.Experimental results show that the learning assistant has significant effects in assisting student learning,improving learning efficiency,and reducing the teaching burden on teachers.关键词
大语言模型/检索增强生成/智能学习助手Key words
Large Language Model/retrieval-augmented generation/intelligent learning assistant分类
信息技术与安全科学引用本文复制引用
查英华,郭朝霞,鞠慧光..基于大语言模型的智能学习助手设计与实现[J].现代信息科技,2025,9(3):50-55,6.基金项目
2020年度江苏省工业软件工程技术研究开发中心基金项目(ZK20-04-01) (ZK20-04-01)
2023年度江苏高校哲学社会科学研究项目(2023SJYB0536) (2023SJYB0536)