UVA talk: Generative Psychometrics uses LLMs to generate and validate test items

GolinoHudson · x · 2026-11-13

Hudson Golino (University of Virginia) gives an online NCME talk on Nov 18, 4pm ET: Generative Psychometrics for Automatic Item Development and In-Silico Structural Validity.

The framework combines LLM item generation with computational structural-validity checks: construct definitions guide generation, LLM embeddings feed Exploratory Graph Analysis, unique variable analysis flags redundant items and bootEGA flags unstable ones — providing in-silico structural evidence before collecting human data. He'll also cover how model dependence, prompting, and construct definitions affect results, positioning in-silico evaluation as a transparent screening and refinement stage for educational assessment development.

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