@inproceedings{yan-etal-2025-lmr, title = "{LMR}-{BENCH}: Evaluating {LLM} Agent{'}s Ability on Reproducing Language Modeling Research", author = "Yan, Shuo and Li, Ruochen and Luo, Ziming and Wang, Zimu and Li, Daoyang and Jing, Liqiang and He, Kaiyu and Wu, Peilin and Ni, Juntong and Michalopoulos, George and Zhang, Yue and Zhang, Ziyang and Zhang, Mian and Chen, Zhiyu and Du, Xinya", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.314/", pages = "6175--6197", ISBN = "979-8-89176-332-6" }