@inproceedings{chen-etal-2026-multi-agent-evolve, title = "Multi-Agent Evolve: {LLM} Self-Improve through Co-evolution", author = "Chen, Yixing and Wang, Yiding and Zhu, Siqi and Xu, Weixian and Yu, Haofei and Feng, Tao and Zhang, Muhan and Patwary, Mostofa and You, Jiaxuan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1734/", pages = "39563--39593", ISBN = "979-8-89176-459-0" }