Beyond Rating Scales: With targeted evaluation, large language models are poised for psychological assessment

Abstract

This narrative review surveys recent empirical evaluations of AI-based language assessments and presents a case for large language models revolutionizing standardized psychological assessment. It discusses the technological advances of transformers, their applications, and the potential for language-based assessments to modernize mental health evaluation beyond traditional rating scales.