@inproceedings{zenginoglu-etal-2026-financials, title = "Same Financials, Different Identity: A Counterfactual Audit of Demographic Sensitivity in {LLM}-Based Credit-Risk Scoring", author = "Zengino{\u{g}}lu, Mustafa Furkan and Kara, Zeynep Beyda and Durkaya, Hasan Fatih and Haklidir, Mehmet and {\c{C}}akar, Tuna", editor = "Huang, Jimin and Lee, Yongjae and Ananiadou, Sophia and Chen, Hsin-Hsi and Takamura, Hiroya and Chen, Chung-Chi", booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.finnlp-1.25/", pages = "313--331", ISBN = "979-8-89176-466-8" }