ChatGPT decreases idea diversity in brainstorming

IF 21.4 1区 心理学 Q1 MULTIDISCIPLINARY SCIENCES
Lennart Meincke, Gideon Nave, Christian Terwiesch
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Abstract

arising from B. C. Lee & J. J. Chung Nature Human Behaviour https://doi.org/10.1038/s41562-024-01953-1 (2024)

Lee and Chung1 explore how ChatGPT augments human creativity in brainstorming. In a series of experiments, they randomized participants to complete various creative challenges, either with or without the help of ChatGPT. These challenges included tasks such as coming up with gift ideas, designing toys from everyday objects and repurposing household items. Each participant submitted one idea, which external evaluators rated on multiple creativity dimensions, including innovativeness and usefulness. Across tasks, instructing participants to use ChatGPT enhanced the average creativity of ideas, outperforming web searches and unaided human intuition, with creativity measured as the average of aggregated scores of originality (original, innovative, creative) and appropriateness (practical, effective, useful). These results strengthen the empirical evidence for the effectiveness of large language models in idea generation, contributing to a rapidly growing literature2,3,4. However, as we demonstrate analytically, reliance on ChatGPT for idea generation comes with a trade-off: while enhancing individual ideas’ creativity, it reduces the diversity of ideas in a pool of ideas—a critical element for effective brainstorming.

Abstract Image

ChatGPT减少了头脑风暴中的想法多样性
源自b.c. Lee &;J. J. Chung Nature Human Behaviour https://doi.org/10.1038/s41562-024-01953-1 (2024)Lee和Chung探讨了ChatGPT如何在头脑风暴中增强人类的创造力。在一系列实验中,他们随机分配参与者,让他们在有或没有ChatGPT帮助的情况下完成各种创造性的挑战。这些挑战包括提出礼物创意、用日常用品设计玩具和重新利用家庭用品等任务。每个参与者提交一个想法,由外部评估人员从多个创造力维度进行评估,包括创新性和实用性。在整个任务中,指导参与者使用ChatGPT提高了想法的平均创造力,比网络搜索和独立的人类直觉表现得更好,创造力是用原创性(原创、创新、有创意)和适当性(实用、有效、有用)的综合得分的平均值来衡量的。这些结果加强了大型语言模型在创意生成中的有效性的经验证据,促进了快速增长的文献2,3,4。然而,正如我们所分析的那样,依靠ChatGPT来产生想法是有代价的:在增强个人想法的创造力的同时,它减少了想法池中想法的多样性——这是有效头脑风暴的关键因素。
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来源期刊
Nature Human Behaviour
Nature Human Behaviour Psychology-Social Psychology
CiteScore
36.80
自引率
1.00%
发文量
227
期刊介绍: Nature Human Behaviour is a journal that focuses on publishing research of outstanding significance into any aspect of human behavior.The research can cover various areas such as psychological, biological, and social bases of human behavior.It also includes the study of origins, development, and disorders related to human behavior.The primary aim of the journal is to increase the visibility of research in the field and enhance its societal reach and impact.
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