@inproceedings{li-etal-2026-goldsmith, title = "Goldsmith: Gold-Loss-Guided Definition Optimization with an Agentic Annotation Harness", author = "Li, Yihan and Zhang, Hanyi and Jiang, Xiaoxi and Guo, Man", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1961/", pages = "44658--44677", ISBN = "979-8-89176-459-0" }