LLM-Generated Social-Desirability Ratings for Forced-Choice Questionnaire Construction: A Preregistered Downstream Validation

Large language models (LLMs) increasingly produce evaluative judgments, but rating-level human–model agreement does not establish whether they can replace human inputs in a downstream task. Using HEXACO personality items as a case study, we conduct a preregistered three-stage validation of whether L