@inproceedings{hao-etal-2026-balancesft, title = "{B}alance{SFT}: Improving {LLM} Function Calling with Balanced Training Signals and Data Hardness", author = "Hao, Bingguang and Xu, Zengzhuang and Wang, Maolin and Wen, Yuntao and Chen, Yicheng and Peng, Cunyin and Chen, Long and Zhao, Xiangyu and Gu, Jinjie and Zhuang, Chenyi and Zhang, Ji", 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.900/", pages = "18094--18112", ISBN = "979-8-89176-395-1" }