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

Yiming Ai, Zhiwei He, Ziyin Zhang, Wenhong Zhu, Hongkun Hao +3 more
2/22/2024
cs.CLcs.CY

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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.

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Cite this paper

@article{ai2024selfknowledge,
  title  = {Is Self-knowledge and Action Consistent or Not: Investigating Large Language Model's Personality},
  author = {Yiming Ai and Zhiwei He and Ziyin Zhang and Wenhong Zhu and Hongkun Hao and Kai Yu and Lingjun Chen and Rui Wang},
  year   = {2024},
  eprint = {2402.14679},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2402.14679v2}
}

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