Eliciting Big Five Personality Traits in Large Language Models: A Textual Analysis with Classifier-Driven Approach

Large Language Models (LLMs) are increasingly being utilized by both candidates and employers in the recruitment context. However, with this comes numerous ethical concerns, particularly related to the lack of transparency in these "black-box" models. Although previous studies have sought to increase the transparency of these models by investigating the personality traits of LLMs, many of the previous studies have provided them with personality assessments to complete. On the other hand, this study seeks to obtain a better understanding of …

analysis big box classifier concerns context cs.ai cs.cl employers ethical five language language models large language large language models llms personality recruitment studies textual transparency