@inproceedings{fan-etal-2026-fairsynth, title = "{F}air{S}ynth: Instrument-Relative Evaluation and Calibration of {LLM} Survey Simulations for Measurement Fairness", author = "Fan, Guangrui and Liu, DanDan and Guo, Qian and Niu, Xueying and Pan, Lihu", 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.714/", doi = "10.18653/2026.findings-emnlp.714", pages = "14992--15012", ISBN = "979-8-89176-462-0" }