Llm Personality Assessment: Research Area — Prolific Citations Library

Discover 1 peer-reviewed study in Llm Personality Assessment (2025). Explore research findings powered by Prolific's diverse participant panel.

This page lists 1 peer-reviewed paper in the research area of Llm Personality Assessment in the Prolific Citations Library, a curated collection of research powered by high-quality human data from Prolific.

Papers (1 of 1)

Can large language models assess personality from asynchronous video interviews? A comprehensive evaluation of validity, reliability, fairness, and rating patterns

Authors: T Zhang, A Koutsoumpis, JK Oostrom

Year: 2025

Published in: IEEE Transactions ..., 2024 - ieeexplore.ieee.org

Institution: Southeast University, Vrije Universiteit, Tilburg University

Research Area: LLM Personality Assessment, Human-AI Interaction, LLM

Discipline: Human-AI Interaction, Social Science, Humanities

LLMs like GPT-3.5 and GPT-4 can rival or outperform task-specific AI models in assessing personality traits from asynchronous video interviews, but show uneven performance, low reliability, and potential biases, warranting cautious use in high-stakes scenarios.

Methods: The study evaluated GPT-3.5 and GPT-4 performance in assessing personality traits and interview performance using simulated AVI responses, comparing them with ratings from task-specific AI and human annotators.

Key Findings: Validity, reliability, fairness, and rating patterns of LLMs (GPT-3.5 and GPT-4) in personality assessment from asynchronous video interviews.

Citations: 31

Sample Size: 685