Probable but Not Valid: A Psychometric Audit of Decision Models as Synthetic Survey Respondents.

arXiv:2610.14912v1 Announce Type: new Abstract: Language models are increasingly used to create synthetic survey samples, also called silicon samples. Decision models are a new class of language models that return a probability for each point of a rating scale