@inproceedings{zhang-etal-2025-llmeval, title = "{LLME}val-{M}ed: A Real-world Clinical Benchmark for Medical {LLM}s with Physician Validation", author = "Zhang, Ming and Shen, Yujiong and Li, Zelin and Sha, Huayu and Hu, Binze and Wang, Yuhui and Huang, Chenhao and Liu, Shichun and Tong, Jingqi and Jiang, Changhao and Chai, Mingxu and Xi, Zhiheng and Dou, Shihan and Gui, Tao and Zhang, Qi and Huang, Xuanjing", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.263/", pages = "4888--4914", ISBN = "979-8-89176-335-7" }