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cs.CL2026
Competence-Preserving Resume Perturbations Expose Presentation Sensitivity in LLM Screening
Qiangju Chen, Yang Xiao
Resume screeners must infer job-relevant competence from resumes whose presentation can vary substantially in wording, structure, stylistic polish, and document extraction quality.…
cs.CL2026
Beyond the Name: Demographic Leakage in De-Identified Résumés and Evaluation Artifacts in LLM Bias Audits
Qiangju Chen, Yang Xiao
De-identified résumé screening assumes that redacting explicit fields prevents ethnocultural inference; however, recent audits attribute residual leakage to declared languages. We…