@inproceedings{beak-etal-2026-evaluating, title = "Evaluating Bias in {LLM}-Synthetic Data across Majority and Minority Groups on General and Stigmatized Topics: The Case of Multicultural and Monocultural Adolescents in {S}outh {K}orea", author = "Beak, Jiyun and Han, Myokyung and Kim, Lanu", editor = "Atwell, Katherine and Borah, Angana and Dementieva, Daryna and Kreiss, Elisa and Kotonya, Neema and Liu, Jiarui and Olson, Liz and Wan, Ruyuan and Zhao, Jieyu", booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.nlp4pi-1.15/", pages = "161--174", ISBN = "979-8-89176-495-8" }