@inproceedings{liu-etal-2026-specialization, title = "Specialization without Sparsity: Efficient and Expressive Split-Path Experts for {LLM} Fine-Tuning", author = "Liu, Ganghao and Zhou, Qin and Wang, Zhe and Lu, Xuehan and Huang, Haihua and Tong, Yunfei and Tian, Heng", 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.975/", pages = "19515--19527", ISBN = "979-8-89176-395-1" }