@inproceedings{xi-etal-2026-agentgym2, title = "{A}gent{G}ym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments", author = "Xi, Zhiheng and Yang, Dingwen and Liu, Jiaqi and Huang, Jixuan and Guo, Honglin and Huang, Baodai and Chen, Tinggang and Zhang, Qi and Lu, Zhonghang and Liu, Chenyu and Sun, Jiajun and Zhang, Jiazheng and Zhu, Dingwei and Guo, Xin and Wang, Junzhe and Zhang, Zhihao and Yang, Yuming and Ye, Junjie and Gao, Minghe and Liu, Dongrui and Ji, Jiaming and Li, Guohao and Gui, Tao and Zhang, Qi and Huang, Xuanjing", 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.2058/", pages = "44451--44479", ISBN = "979-8-89176-390-6" }