@inproceedings{li-etal-2026-agencybench, title = "{A}gency{B}ench: Benchmarking the Frontiers of Autonomous Agents in 1{M}-Token Real-World Contexts", author = "Li, Keyu and Shi, Junhao and Xiao, Yang and Jiang, Mohan and Sun, Jie and Wu, Yunze and Fu, Dayuan and Xia, Shijie and Cai, Xiaojie and Xu, Tianze and Si, Weiye and Li, Wenjie and Wang, Dequan and Liu, Pengfei", 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.337/", pages = "7422--7440", ISBN = "979-8-89176-390-6" }