@inproceedings{du-etal-2026-half, title = "Half-{S}: Halving the Scale for Near-Lossless 4-Bit {LLM} Training", author = "Du, Jinyang and Gong, Ruihao and Ai, Linghan and Wang, Zining and Peng, Yunke and Wang, Yao and Yan, Lei and Wxuefei and Wang, Yaoyuan and Guo, Jinyang and Lin, Dahua and Liu, Xianglong", 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.241/", pages = "4890--4903", ISBN = "979-8-89176-395-1" }