公众对Reddit上的ChatGPT的态度:基于从情绪分析和主题建模中进行无监督学习的研究
Zhaoxiang Xu1, Qingguo Fang2, Yanbo Huang3
1Department of Data Science, School of Computer Science and Engineering, Guangzhou Institute of Science and Technology, Guangzhou, Guangdong, China.
PloS one
|May 14, 2024
概括
公众对ChatGPT的看法在很大程度上是积极的,用户欣赏其对话能力. 这项研究分析了Reddit的数据,以了解用户的情绪,并确定道德实施的关键讨论主题.
科学领域:
- 人工智能的人工智能
- 人与计算机的交互
- 社交媒体分析 社交媒体分析
背景情况:
- 由于其先进的功能,ChatGPT已经获得了大量的公众关注.
- 了解公众的看法对于人工智能技术的伦理和有效整合至关重要.
研究的目的:
- 在Reddit上全面评估公众对ChatGPT的看法.
- 为了确定围绕ChatGPT讨论的关键主题和情绪.
主要方法:
- 对23,733条Reddit帖子和评论进行了内容分析.
- 使用隐性迪里克莱特分配 (LDA) 进行主题建模.
- 使用Textblob和Vader进行情感分析.
主要成果:
- 确定了七个关键主题,分类为用户感知,技术方法和社会影响.
- 情绪分析显示,61.6%的帖子/评论对ChatGPT有利.
- 用户强调了ChatGPT的自然对话能力和易用性.
结论:
- 关于ChatGPT的公众意见主要是积极的,强调其对话优势.
- 为开发人员提供建议,以提高可用性,并为利益相关者提供建议,以确保道德实施.
- 需要进一步了解ChatGPT的社会优势和缺点,以便监管采用.
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