@article{agentgym2benchmarkinglargelanguagemodela,
  title = {AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments},
  author = {Zhiheng Xi and Dingwen Yang and Jiaqi Liu and Jixuan Huang and Honglin Guo and Baodai Huang and Tinggang Chen and Qi Zhang and Zhonghang Lu and Chenyu Liu and Jiajun Sun and Jiazheng Zhang and Dingwei Zhu and Xin Guo and Junzhe Wang and Zhihao Zhang and Yuming Yang and Junjie Ye and Minghe Gao and Dongrui Liu and Jiaming Ji and Guohao Li and Tao Gui and Qi Zhang and Xuanjing Huang},
  year = {2026},
  eprint = {2607.05174},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.05174},
}