2026· International Computer Programming Education Conference· pp. 9:1-9:13· 0 citations· 22 references
Computer Science
TL;DR
The design and implementation of a web application that connects to a university version control system, analyzes student-selected repositories, and generates programming challenges targeted at weaknesses identified in the submitted source code is presented.
The growing popularity of online programming learning platforms, such as Massive Open Online Courses (MOOCs), has transformed how students learn programming. These platforms offer flexibility, enabling students to learn at their own pace and from any location. However, challenges remain, such as providing effective fee...
Improved repository content selection and multi-language support make the repository feedback tool more general and scalable by enabling the analysis of a wider range of repositories while reducing unnecessary AI input.
The system attained a System Usability Scale (SUS) score of 88.5 and cut grading time by 87.5 percent, facilitating focused instructor review in LLM-supported programming assessments, facilitating focused instructor review in LLM-supported programming assessments.
A. Ibrahim, Runal Rezkiawan· EDUMATIC: Jurnal Pendidikan...· 0 citations
Findings may indicate that LLM-supported programming environments should supply context-sensitive scaffolding, automatically providing the model with the learner’s code and error trace rather than relying on the learner to communicate that context.
A hybrid conceptual framework that integrates cognitive correctness metrics with behavioral analytics derived from Source Code Management systems, such as GitHub is proposed, which captures authentic student behaviors during assignment development and leverages machine-learning models combined with explainable AI techn...
Amitkumar R. Patel, Jaykumar Patel, Sandipkumar Surati· International journal of com...· 0 citations
A comparative analysis of six LLMs for generating formative feedback on introductory Java programs containing predefined defects under controlled conditions reveals substantial cross-model variation, particularly in multi-defect scenarios.
Melina Najimi, Saba Yazdani, Marzieh Ahmadzadeh· Proceedings of the Canadian...· 0 citations
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