驾驭生成式人工智能时代在线知识消费与生产格局的变迁：来自Stack Overflow的证据
Navigating the Changing Landscape of Online Knowledge Consumption and Production in the Age of Generative AI: Evidence from Stack Overflow
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中文总结 AI 辅助
本研究利用Stack Overflow数据，发现ChatGPT发布后，消费者转向回答问题但采纳率下降，生产者保持提问量但转向新兴主题且回答认可度提升，表明生成式AI并未带来平等参与机会。
中文摘要 AI 辅助
在线知识社区依赖于信息寻求者与信息生产者之间的知识分工。生成式人工智能可能会模糊这些角色，但它如何重新分配知识寻求和知识生产活动，并重塑参与的属性及回报，仍不清楚。我们考察了ChatGPT发布后，Stack Overflow用户群体中提问和回答行为的变化，重点关注消费者和生产者。消费者从提问转向产生回答，但他们的回答相对于ChatGPT之前时期更不可能被采纳，这表明增加的生产并未在社区中带来同等地位。相比之下，生产者提问的数量没有变化，但越来越多地询问新颖和新兴主题。尽管他们产生的回答较少，但其回答获得了更高的认可。这些发现表明，获取生成式人工智能并不必然转化为成功参与的平等机会。
英文摘要
Online knowledge communities rely on a division of epistemic labor between users who seek information and those who produce it. Generative AI may blur these roles, but how it reallocates knowledge-seeking and knowledge-producing activities and reshapes the nature and returns of participation remains unclear. We examine changes in question-asking and answering among Stack Overflow user groups, focusing on consumers and producers, following the release of ChatGPT. Consumers shifted from asking questions to producing answers, but their answers were less likely to be accepted relative to the pre-ChatGPT period, suggesting that increased production did not yield equal standing in the community. By contrast, producers did not change the number of questions they asked, but increasingly asked about novel and emerging topics. Although they produced fewer answers, their answers received greater recognition. These findings show that access to generative AI does not necessarily translate into equal opportunities for successful participation.
发表机构
- University of Michigan（密歇根大学）
- University of Arizona（亚利桑那大学）
机构由 AI 辅助整理，请以论文原文为准。
