Psychometrics Benchmark

Psychometrics benchmarking aims to rigorously evaluate the psychological attributes of large language models (LLMs), assessing capabilities like personality, emotion, and theory of mind. Current research focuses on developing comprehensive benchmarks encompassing diverse psychological dimensions and utilizing various assessment methods, including those inspired by established psychological examinations and incorporating psychometric principles for improved reliability and validity. These efforts are crucial for understanding LLMs' behavior, identifying limitations, and informing the responsible development and deployment of these increasingly influential technologies across various fields, including mental health applications.