Questrom School of Business, Boston University, Boston, MA, 02215, USA.
Sci Rep. 2024 May 6;14(1):10413. doi: 10.1038/s41598-024-61221-0.
Generative artificial intelligence technologies, especially large language models (LLMs) like ChatGPT, are revolutionizing information acquisition and content production across a variety of domains. These technologies have a significant potential to impact participation and content production in online knowledge communities. We provide initial evidence of this, analyzing data from Stack Overflow and Reddit developer communities between October 2021 and March 2023, documenting ChatGPT's influence on user activity in the former. We observe significant declines in both website visits and question volumes at Stack Overflow, particularly around topics where ChatGPT excels. By contrast, activity in Reddit communities shows no evidence of decline, suggesting the importance of social fabric as a buffer against the community-degrading effects of LLMs. Finally, the decline in participation on Stack Overflow is found to be concentrated among newer users, indicating that more junior, less socially embedded users are particularly likely to exit.
生成式人工智能技术,特别是像 ChatGPT 这样的大型语言模型,正在彻底改变各个领域的信息获取和内容创作方式。这些技术具有很大的潜力来影响在线知识社区的参与度和内容创作。我们通过分析 2021 年 10 月至 2023 年 3 月 Stack Overflow 和 Reddit 开发者社区的数据,为这一现象提供了初步证据,证明了 ChatGPT 对前者用户活跃度的影响。我们观察到 Stack Overflow 的网站访问量和问题数量都出现了显著下降,尤其是在 ChatGPT 表现出色的领域。相比之下,Reddit 社区的活动没有显示出下降的迹象,这表明社交结构作为抵御大型语言模型降低社区质量的缓冲的重要性。最后,发现 Stack Overflow 上参与度的下降主要集中在较新的用户中,这表明较年轻、社交联系较少的用户特别有可能退出。