Is Self-Knowledge and Action Consistent or Not: Investigating Large Language Model's Personality

Abstract

In this study, we delve into the validity of conventional personality questionnaires in capturing the human-like personality traits of Large Language Models (LLMs). Our objective is to assess the congruence between the personality traits LLMs claim to possess and their demonstrated tendencies in real-world scenarios. By conducting an extensive examination of LLM outputs against observed human response patterns, we aim to understand the disjunction between self-knowledge and action in LLMs.

Cite

Text

Ai et al. "Is Self-Knowledge and Action Consistent or Not:  Investigating Large Language Model's Personality." ICML 2024 Workshops: LLMs_and_Cognition, 2024.

Markdown

[Ai et al. "Is Self-Knowledge and Action Consistent or Not:  Investigating Large Language Model's Personality." ICML 2024 Workshops: LLMs_and_Cognition, 2024.](https://mlanthology.org/icmlw/2024/ai2024icmlw-selfknowledge/)

BibTeX

@inproceedings{ai2024icmlw-selfknowledge,
  title     = {{Is Self-Knowledge and Action Consistent or Not:  Investigating Large Language Model's Personality}},
  author    = {Ai, Yiming and He, Zhiwei and Zhang, Ziyin and Zhu, Wenhong and Hao, Hongkun and Yu, Kai and Chen, Lingjun and Wang, Rui},
  booktitle = {ICML 2024 Workshops: LLMs_and_Cognition},
  year      = {2024},
  url       = {https://mlanthology.org/icmlw/2024/ai2024icmlw-selfknowledge/}
}