@inproceedings{guo-etal-2026-generating, title = "When Does Generating More Help? Disentangling Fixed-Source Synthesis from Source Expansion in Synthetic Data Scaling", author = "Guo, Xu and Tong, Jian and Lu, Zhihui and Guo, Qipeng", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.839/", pages = "17767--17783", ISBN = "979-8-89176-462-0" }