@inproceedings{luo-etal-2026-autol2s, title = "{A}uto{L}2{S}: Auto Long-Short Reasoning for Efficient Large Language Models", author = "Luo, Feng and Chuang, Yu-Neng and Wang, Guanchu and Le, Hoang Anh Duy and Zhong, Shaochen and Liu, Hongyi and Yuan, Jiayi and Sui, Yang and Braverman, Vladimir and Chaudhary, Vipin and Hu, Xia", 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.831/", pages = "16836--16858", ISBN = "979-8-89176-395-1" }