FairSynth: Instrument-Relative Evaluation and Calibration of LLM Survey Simulations for Measurement Fairness (CCF B)

Published in Findings of the Association for Computational Linguistics: EMNLP 2026, 2026

Accepted to Findings of the Association for Computational Linguistics: EMNLP 2026.

Keywords: LLM survey simulations, measurement fairness, survey instruments, calibration, evaluation

Track: Findings

Recommended citation: Fan, G., Liu, D., Guo, Q., Niu, X., & Pan, L. (2026). FairSynth: Instrument-Relative Evaluation and Calibration of LLM Survey Simulations for Measurement Fairness. In Findings of the Association for Computational Linguistics: EMNLP 2026. Accepted.