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Judgments of research co-created by generative AI: experimental evidence

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  • Pawe{l} Niszczota
  • Paul Conway

Abstract

The introduction of ChatGPT has fuelled a public debate on the use of generative AI (large language models; LLMs), including its use by researchers. In the current work, we test whether delegating parts of the research process to LLMs leads people to distrust and devalue researchers and scientific output. Participants (N=402) considered a researcher who delegates elements of the research process to a PhD student or LLM, and rated (1) moral acceptability, (2) trust in the scientist to oversee future projects, and (3) the accuracy and quality of the output. People judged delegating to an LLM as less acceptable than delegating to a human (d = -0.78). Delegation to an LLM also decreased trust to oversee future research projects (d = -0.80), and people thought the results would be less accurate and of lower quality (d = -0.85). We discuss how this devaluation might transfer into the underreporting of generative AI use.

Suggested Citation

  • Pawe{l} Niszczota & Paul Conway, 2023. "Judgments of research co-created by generative AI: experimental evidence," Papers 2305.11873, arXiv.org.
  • Handle: RePEc:arx:papers:2305.11873
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    References listed on IDEAS

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    1. Chris Stokel-Walker, 2023. "ChatGPT listed as author on research papers: many scientists disapprove," Nature, Nature, vol. 613(7945), pages 620-621, January.
    2. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
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