Design and evaluation of ChatGPT-MWPS: an AI-enhanced learning system for improving primary students’ mathematical word problem solving

作者
Jingxi Liu,Therese Keane,Daner Sun,Yuqin Yang,Yin Ping Yang
出处
期刊:Smart Learning Environments [Springer Nature]
卷期号:12 (1) 被引量:19
标识
DOI:10.1186/s40561-025-00419-9
摘要

Abstract Mathematical word problem solving is a fundamental aspect of primary mathematics education, yet students often struggle with translating textual descriptions into structured mathematical representations. In response to this challenge, this study introduces and evaluates ChatGPT-MWPS, an AI-enhanced learning system designed to support fifth-grade students in developing mathematical problem-solving skills through adaptive scaffolding and real-time, step-by-step feedback. Built on a Java-based framework and incorporating OpenAI’s generative AI technology, the system interprets problem content and delivers personalized solution guidance within a digital test paper environment. It supports key instructional functions, such as batch question import, automated test generation, and user management, enabling flexible application in both classroom and self-directed learning settings. A quasi-experimental design was employed with 52 fifth-grade participants to assess the system’s usability and potential educational effectiveness. System perofrmance was measured using a standardized usability scale with 13 dimensions . Results demonstrate that ChatGPT-MWPS achieved favorable usability ratings across the measured dimensions, with particularly strong performance in system reliability, information quality, and cognitive engagement. These findings establish the system's potential for enhancing mathematical learning experiences through its well-received usability characteristics and functional effectiveness. This research contributes to the growing domain of AI in education by demonstrating how generative AI can facilitate personalized mathematics instruction in primary school settings. The outcomes provide practical implications for the design of intelligent tutoring systems that aim to enhance mathematical reasoning and promote learner autonomy.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
墨锦完成签到,获得积分10
刚刚
1秒前
莲花盛开的应助被科研通管家采纳,获得10
2秒前
Owen的应助被科研通管家采纳,获得10
2秒前
顾矜的应助被科研通管家采纳,获得10
2秒前
huang的应助被科研通管家采纳,获得10
2秒前
EnzeLu发布了新的文献求助10
2秒前
null的应助被科研通管家采纳,获得10
3秒前
he发布了新的文献求助10
3秒前
周紧诚发布了新的文献求助10
3秒前
huang的应助被科研通管家采纳,获得10
4秒前
Hello的应助被科研通管家采纳,获得10
4秒前
大个的应助被科研通管家采纳,获得10
5秒前
英俊的铭的应助被科研通管家采纳,获得10
5秒前
5秒前
小马甲的应助被科研通管家采纳,获得10
5秒前
molihuakai的应助被科研通管家采纳,获得10
5秒前
小二郎的应助被科研通管家采纳,获得10
5秒前
莲花盛开的应助被科研通管家采纳,获得10
5秒前
蜗琦琦完成签到,获得积分20
6秒前
6秒前
6秒前
Hello的应助被科研通管家采纳,获得10
6秒前
huang的应助被科研通管家采纳,获得10
7秒前
7秒前
7秒前
丘比特的应助被科研通管家采纳,获得10
7秒前
bkagyin的应助被zzyabcd1采纳,获得10
7秒前
充电宝的应助被科研通管家采纳,获得10
7秒前
科研通AI6.4的应助被柒兜兜采纳,获得10
7秒前
cms20的应助被科研通管家采纳,获得10
7秒前
完美世界的应助被阿九采纳,获得10
7秒前
cms20的应助被科研通管家采纳,获得10
8秒前
斯文败类的应助被科研通管家采纳,获得10
8秒前
慕青的应助被科研通管家采纳,获得10
8秒前
huang的应助被科研通管家采纳,获得10
8秒前
充电宝的应助被科研通管家采纳,获得10
8秒前
隐形曼青的应助被kk采纳,获得10
9秒前
9秒前
Ljy完成签到,获得积分10
9秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Energie-Contracting 1500
Klimaschutzrecht durch den Energiesektor im Mehrebenensystem – Ein Rechtsvergleich 1000
Oncology Clinical Trials: Successful Design, Conduct, and Analysis, Second Edition 800
Comprehensive Heterocyclic Chemistry IV 400
Qualitative Methodologies in Tourism Studies: Disrupting and Co-creating Critical Research 350
Représentation chimique de la structure des kérogènes et des asphaltènes en fonction de leur origine et de leur degré d'évolution 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 8051500
求助须知:如何正确求助?哪些是违规求助? 9479410
关于积分的说明 21298348
捐赠科研通 7619809
什么是DOI,文献DOI怎么找? 3393472
关于科研通互助平台的介绍 2524766
邀请新用户注册赠送积分活动 2431477