@inproceedings{gu-etal-2026-advantageous, title = "Advantageous Parameter Expansion Training Makes Better Large Language Models", author = "Gu, Naibin and Chen, Yilong and Zhang, Zhenyu and Fu, Peng and Lin, Zheng and Wang, Shuohuan and Sun, Yu and Wu, Hua and Wang, Weiping and Wang, Haifeng", 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.386/", pages = "8852--8874", ISBN = "979-8-89176-459-0" }