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

> Research article (Humanities and Social Sciences Communications, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4409616742](https://www.wikidata.org/wiki/openalex:W4409616742)  
**Source**: https://4ort.xyz/entity/improving-students-programming-performance-an-integrated-mind-mapping-and-generative-ai-chatbot-learning-approach