在编程入门课程中集成人工智能驱动的聊天机器人的试点研究

M. Verleger, James J. Pembridge
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引用次数: 25

摘要

随着人工智能软件工具变得越来越普遍,它们改变学生体验的潜力大大增加。通过将这些工具集成到课程中,学生可以开始获得实时的、全天候的、由教师主持的支持。对学生来说,潜在的好处是巨大的。除了提高他们在课程表上建设性工作的能力外,它还有可能吸引那些可能避免与他人直接互动的学生。在将这些工具有意义地实现到课程中之前,必须做一些工作来构建关于课程的知识库。在这项研究中,该团队试图为计算机编程入门课程开发一个智能聊天机器人界面。这个界面最初有一个有限的知识库,目的是根据学生与聊天机器人的互动来填充它。这个模型允许机器人随着学生的需求而进化。本文旨在介绍如何开发聊天机器人并将其集成到课程中的方法,如何开发知识库,试点期间的使用情况,以及改进聊天机器人界面的下一步步骤。此外,本文还将讨论为处理假阳性反应等问题而增加的机制,以及教师如何将这些工具作为补充辅助整合到他们自己的课程中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Pilot Study Integrating an AI-driven Chatbot in an Introductory Programming Course
As AI software tools become more commonplace, their potential to transform the student experience has greatly increased. By integrating these tools into a course, students can begin to receive real-time, around the clock, instructor moderated support. The potential benefits for students are significant. In addition to increasing their ability to work constructively on their schedule, it has the potential to engage students who might otherwise avoid directly interacting with another person. Before these tools can be meaningfully actualized into a course, work must be done to build a knowledge base about the course. For this research, the team sought to develop an intelligent chatbot interface for an introductory computer programming course. The interface had an initially limited knowledge base with the intent that it would be populated based on students’ interactions with the chatbot. This model allowed the bot to evolve with the needs of the students. This paper seeks to present the methodology for how the chatbot was developed and integrated into the course, how the knowledge base was developed, the usage during the pilot, and the next steps for improving the chatbot’s interface. Additionally, the paper will discuss the mechanisms added to handle issues such as false-positive responses and how faculty may be able to integrate such tools into their own courses as supplementary assistance.
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