AI-Based Tools in Mathematics Education: A Systematic Review of Characteristics, Applications, and Evaluation Methods

KP Mredula, Roman Jonita, P. Sajja
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Abstract

Artificial intelligence has been utilized for enhancement of education. The paper describes the gradual influences of Natural language processing, ChatGPT and Intelligent Tutoring Systems in mathematical education in particular. A systematic review and briefing is targeted for budding researchers in the field of AI based education. A comparison of research with a brief summary is provided along with the analysis of the search. Future scope for the clear understanding and easy implementation of mathematics is aimed with development of the intelligent system with customized solutions to the difficulties faced by the learners of mathematics. The impact of Artificial Intelligence (AI) on the applications in education has been evolving since the past 50+ years. The advent of Intelligent Tutoring Systems has emerged as a rich and important natural environment that deploys and improves AI algorithms. The review carried out shows ITS as an ever growing field for education comes with positive impact on education outcomes, effective increase in learning rates, increase in the learning levels of students and many such benefits. It also has its own challenges in creating authoring environments, making collaborative learning possible, world wide web deployment and creation of virtual reality environments to name a few. In this review paper we focus on the impact of applications that have been developed using NLP, ChatGPT and ITS as education technology.
数学教育中的人工智能工具:特点、应用和评估方法的系统回顾
人工智能已被用于提高教育水平。本文介绍了自然语言处理、ChatGPT 和智能辅导系统对数学教育的逐步影响。本文针对人工智能教育领域的新进研究人员进行了系统回顾和简要介绍。在对搜索进行分析的同时,还对研究进行了比较和简要总结。针对数学学习者所面临的困难,开发了具有定制解决方案的智能系统,从而为清晰理解和轻松实施数学提供了未来的发展空间。过去 50 多年来,人工智能(AI)对教育应用的影响一直在发展。智能辅导系统的出现,为部署和改进人工智能算法提供了丰富而重要的自然环境。研究表明,智能辅导系统作为一个不断发展的教育领域,对教育成果、学习率的有效提高、学生学习水平的提高等都有积极的影响。同时,它在创建创作环境、实现协作学习、全球网络部署和创建虚拟现实环境等方面也面临着挑战。在这篇综述论文中,我们将重点关注使用 NLP、ChatGPT 和 ITS 作为教育技术开发的应用程序所产生的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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