Fairness Beyond Anonymization? Demographic Leakage in German LLM-Generated Resumes
A two-stage audit of demographic leakage in German-language LLM-generated resumes demonstrates that apparently neutral resume generation can still preserve highly predictive demographic signals, raising concerns about anonymization-based fairness interventions in multilingual AI hiring pipelines.