数据结构与算法智能答疑及自适应练习的研究

Research on Intelligent Question Answering and Adaptive Exercise of Data Structure and Algorithm

摘要: 随着信息技术的不断进步，传统的人工答疑及练习的方式已经不能满足学生学习的需要。为此，本文针对数据结构与算法课程设计了包含个性化练习及智能答疑的学习系统，它能够24小时回答学生有关数据结构与算法课程中的各种问题，提升了学生的学习效率。通过引入大语言模型技术，能够实现问题的自然语言理解。针对学生的薄弱环节，动态调整强化练习的题目难度，自适应的出题以及对学生答案解析并形成错题本，有效辅助知识学习的巩固。该智能学习系统不仅能够满足用户对数据结构与算法相关知识的答疑需求，还能提供个性化的学习支持，最终为用户带来高效、便捷且安全的学习体验。

Abstract: With the continuous progress of information technology, the traditional manual question answering and practice methods can no longer meet the needs of students. For this reason, this paper designs a learning system for the data structure and algorithm course, which includes personalized exercises and intelligent question answering. It can answer students’ questions about the data structure and algorithm course 24 hours a day, improving students’ learning efficiency. By introducing the technology of large language model, the natural language understanding of problems can be realized. According to the weak points of students, dynamically adjust the difficulty of the questions in the intensive exercises, adaptively set the questions, analyze the students’ answers and form a wrong question book, which effectively assists the consolidation of knowledge learning. The intelligent learning system can not only meet the user’s demand for answering questions about data structure and algorithm related knowledge, but also provide personalized learning support, which ultimately brings users an efficient, convenient and safe learning experience.