Improving students’ programming performance: an integrated mind mapping and generative AI chatbot learning approach

Abstract With the development of the times, programming education has become increasingly important for individual development. However, for programming beginners such as primary and secondary school students, learning programming is not a simple task and requires additional learning support. Genera...

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Bibliographic Details
Main Authors: Xindong Ye, Wenyu Zhang, Yuxin Zhou, Xiaozhi Li, Qiang Zhou
Format: Article
Language:English
Published: Springer Nature 2025-04-01
Series:Humanities & Social Sciences Communications
Online Access:https://doi.org/10.1057/s41599-025-04846-4
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