The consequences of generative AI for online knowledge communities

被引:2
|
作者
Burtch, Gordon [1 ]
Lee, Dokyun [1 ]
Chen, Zhichen [1 ]
机构
[1] Boston Univ, Questrom Sch Business, Boston, MA 02215 USA
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
D O I
10.1038/s41598-024-61221-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] Designs and practices using generative AI for sustainable student discourse and knowledge creation
    Lee, Alwyn Vwen Yen
    Tan, Seng Chee
    Teo, Chew Lee
    SMART LEARNING ENVIRONMENTS, 2023, 10 (01)
  • [42] Generative AI Search Engines as Arbiters of Public Knowledge: An Audit of Bias and Authority
    Li, Alice
    Sinnamon, Luanne
    Proceedings of the Association for Information Science and Technology, 2024, 61 (01) : 205 - 217
  • [43] Examining user migration intention from social Q&A communities to generative AI
    Zhou, Tao
    Wu, Xiaoying
    HUMANITIES & SOCIAL SCIENCES COMMUNICATIONS, 2024, 11 (01):
  • [44] Mapping Generative AI
    Crawford, Kate
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES: APPLIED DATA SCIENCE AND DEMO TRACK, ECML PKDD 2023, PT VII, 2023, 14175
  • [45] Generative AI in psychology
    Nature Reviews Psychology, 2025, 4 (2): : 69 - 69
  • [46] Designs and practices using generative AI for sustainable student discourse and knowledge creation
    Alwyn Vwen Yen Lee
    Seng Chee Tan
    Chew Lee Teo
    Smart Learning Environments, 10
  • [47] Ethics of generative AI
    Zohny, Hazem
    McMillan, John
    King, Mike
    JOURNAL OF MEDICAL ETHICS, 2023, 49 (02) : 79 - 80
  • [48] Generative AI in Advertising
    Kshetri, Nir
    IT Professional, 2024, 26 (05) : 15 - 19
  • [49] Knowledge Sharing Practice: Comparison of Offline and Online Communities
    Nasir, Naziffa Raha Md
    PROCEEDINGS OF KNOWLEDGE MANAGEMENT 5TH INTERNATIONAL CONFERENCE 2010, 2010, : 443 - 446
  • [50] A Knowledge Management Framework to Support Online Communities Creation
    Lucena, Catarina
    Sarraipa, Joao
    Jardim-Goncalves, Ricardo
    TECHNOLOGICAL INNOVATION FOR COLLECTIVE AWARENESS SYSTEMS, 2014, 423 : 29 - 36