Confidential — Stefan Michaelcheck Only

A unified LLM-KG framework for low‑annotation urban rail transit signal system operation: knowledge acquisition and dynamic update

2026construction automationnovelframework

Wei Cai, Runtong Zhang, Xiaomin Zhu, Zeyu Sun, Guanhua Fu, Aihui Ye

Advanced Engineering Informatics

https://doi.org/10.1016/j.aei.2026.104327OpenAlex: W7125584459
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