Index > Volume 31, Number 01, 2025
| Article | Author |
| Editorial | Zhang Chengqi, Special Issue Editor |
| When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs | Yongjie Wang, Yue Yu, Kaisong Song, Jun Lin and Zhiqi Shen |
| Leveraging Multimodal Large Language Models for Gamified Learning in Higher Education: A Case Study in Computer Science | Sixuan Du, Yang Qiu, Zhiqi Shen and Siyuan Liu |
| Robust Music Source Separation as an LLM-Facing Perception Interface Using Gaussian Noise Injection | Zixi Yan , Lu Gan and Hongqing Liu |
| A Relationship-Aware Healthcare Copilot for Clinician-Centered Decision Support | Xuejiao Zhao, Su-Yin Yang and Siyuan Liu |