arXiv:2505.17241cs.HCcs.AI2025-05综述被引 28

GenAI能辅助人类创意,但会降低想法多样性。

Generative AI and Creativity: A Systematic Literature Review and Meta-Analysis

  • 通过28项研究的元分析,评估GenAI对创意任务的影响。
  • 人类用GenAI协作时创意表现更好,但想法多样性显著下降。
  • 适合需要头脑风暴支持的创意工作,不推荐用于追求多样性的场景。

生成式人工智能(GenAI)被广泛用于支持各类人类任务,但其对创造力影响的实证证据仍零散。本研究通过元分析评估GenAI对创意任务表现的影响。首先进行系统文献检索,共纳入28项研究(8214名参与者)。基于Hedges' g计算标准化效应量,比较三类结果:(i) GenAI自身的创造性表现;(ii) 人类使用GenAI后的创造性表现;(iii) 人机协作中想法的多样性。结果显示,GenAI与人类在创造性上无显著差异(g = -0.05),但人类与GenAI协作时显著优于独立作业(g = 0.27)。然而,人机协作显著降低了想法多样性(g = -0.86)。进一步分析不同GenAI模型(如GPT-3.5、GPT-4)、任务类型(如创意写作、发散思维)及参与者群体(如普通公众、企业人员、学术界)的异质性。总体表明,GenAI是增强人类创造力的工具,尤其适用于需要创意支持的任务。

原文摘要 · Abstract (English)

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it support humans in generating ideas that are both creative and diverse? In this study, we conduct a meta-analysis to evaluate the effect of GenAI on the performance in creative tasks. For this, we first perform a systematic literature search, based on which we identify n = 28 relevant studies (m = 8214 participants) for inclusion in our meta-analysis. We then compute standardized effect sizes based on Hedges' g. We compare different outcomes: (i) how creative GenAI is; (ii) how creative humans augmented by GenAI are; and (iii) the diversity of ideas by humans augmented by GenAI. Our results show no significant difference in creative performance between GenAI and humans (g = -0.05), while humans collaborating with GenAI significantly outperform those working without assistance (g = 0.27). However, GenAI has a significant negative effect on the diversity of ideas for such collaborations between humans and GenAI (g = -0.86). We further analyze heterogeneity across different GenAI models (e.g., GPT-3.5, GPT-4), different tasks (e.g., creative writing, ideation, divergent thinking), and different participant populations (e.g., laypeople, business, academia). Overall, our results position GenAI as an augmentative tool that can support, rather than replace, human creativity-particularly in tasks benefiting from ideation support.

生成式AI创造力人机协作

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