@inproceedings{wang-etal-2026-beyond-leaderboard, title = "Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models", author = "Wang, Wenxuan and Ma, Zizhan and Yu, Guo and Cheung, Yiu-Fai and Ding, Meidan and Liu, Jie and Chen, Wenting and Shen, Linlin", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1996/", pages = "43078--43123", ISBN = "979-8-89176-390-6" }