@inproceedings{ge-etal-2025-capability, title = "Capability Salience Vector: Fine-grained Alignment of Loss and Capabilities for Downstream Task Scaling Law", author = "Ge, Qiming and Xing, Shuhao and Gao, Songyang and Zhou, Yunhua and Zou, Yicheng and Zhang, Songyang and Chen, Zhi and Yan, Hang and Zhang, Qi and Guo, Qipeng and Chen, Kai", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-long.1157/", pages = "23746--23761", ISBN = "979-8-89176-251-0" }