人工智能代理与人类代理:理解TikTok上的人类与人工智能交互及其对用户参与度的影响

Hyunjin Kang, Chen Lou
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引用次数: 17

摘要

人工智能(AI)技术极大地改变了社交媒体上的用户体验。人工智能驱动的社交媒体使用及其结果在很大程度上取决于用户如何与行使代理的人工智能合作。通过对TikTok用户的深度访谈,本研究调查了用户在使用人工智能驱动的社交媒体时如何与人工智能合作,以及这种动态如何影响用户参与度。我们发现,TikTok用户接受由机器代理实现的个性化体验。然而,通过相互影响,用户代理和机器代理也导致了用户-人工智能的协同。用户故意影响内容管理算法,使其更准确地满足他们的需求;人工智能还促进了用户的内容创作和网络。TikTok上的这种ai -用户协作显著影响媒体参与度和社交互动参与度。这些发现促进了我们对人类代理和机器代理之间动态关系的理解,因此,人工智能如何改变社交媒体上的用户体验。
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AI agency vs. human agency: understanding human-AI interactions on TikTok and their implications for user engagement
Artificial intelligence (AI) technology has vastly reshaped user experiences on social media. AI-powered social media use and its outcomes largely depend on how users collaborate with AI that exercises agency. Through in-depth interviews with TikTok users, this study investigates how users collaborate with AI when using AI-powered social media and how such dynamics shape user engagement. We found that TikTok users are receptive to personalized experiences enabled by machine agency. However, by influencing each other, user agency and machine agency also led to user–AI synergy. Users deliberately influence content curation algorithms to make them cater more precisely to their needs; AI also facilitates users’ content creation and networking. Such AI–user collaboration on TikTok significantly influences medium engagement and social-interactive engagement. These findings advance our understanding of the dynamics between human agency and machine agency and, thus, how AI transforms user experiences on social media.
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