@inproceedings{2026-acl-halfs,
 author = {Jinyang Du and Ruihao Gong and Linghan Ai and Zining Wang and Yunke Peng and Yao Wang and Lei Yan and Xuefei Wang and Yaoyuan Wang and Jinyang Guo and Dahua Lin and Xianglong Liu},
 booktitle = {Annual Meeting of the Association for Computational Linguistics (ACL)},
 title = {Half-S: Halving the Scale for Near-Lossless 4-Bit LLM Training},
 url = {https://openreview.net/forum?id=T9uhiI9Hsm},
 year = {2026}
}