The consequences of generative AI for online knowledge communities

被引:9
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
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页数:8
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