@inproceedings{xiao-etal-2026-exploring, title = "Exploring Layer-wise Information Effectiveness for Post-Training Quantization in Small Language Models", author = "Xiao, He and Yang, Qingyao and Xie, Dirui and XU, Wendong and Su, Zunhai and Yang, Runming and Liu, Haobo and Zhou, Wenyong and Liu, Zhengwu and Wong, Ngai", 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.771/", pages = "15753--15764", ISBN = "979-8-89176-395-1" }