@article{evaluatingadaptiveandgenerativeaibasedfe, title = {Evaluating adaptive and generative AI-based feedback and recommendations in a knowledge-graph-integrated programming learning system}, author = {Lalita Na Nongkhai and Jingyun Wang and Adam Wynn and Takahiko Mendori}, year = {2026}, eprint = {2603.24940}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.24940}, }