@inproceedings{zhang-etal-2026-context, title = "Context-Value-Action Architecture for Value-Driven Large Language Model Agents", author = "Zhang, TianZe and Sun, Sirui and Xie, Yuhang and Zhang, Xin and Wu, Zhiqiang and Song, Guojie", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.248/", pages = "5049--5073", ISBN = "979-8-89176-395-1" }