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公众对 reddit 上 ChatGPT 的态度:基于情感分析和主题建模的无监督学习研究。

The public attitude towards ChatGPT on reddit: A study based on unsupervised learning from sentiment analysis and topic modeling.

机构信息

Department of Data Science, School of Computer Science and Engineering, Guangzhou Institute of Science and Technology, Guangzhou, Guangdong, China.

Department of Management, School of Business, Macau University of Science and Technology, Macao, China.

出版信息

PLoS One. 2024 May 14;19(5):e0302502. doi: 10.1371/journal.pone.0302502. eCollection 2024.

Abstract

ChatGPT has demonstrated impressive abilities and impacted various aspects of human society since its creation, gaining widespread attention from different social spheres. This study aims to comprehensively assess public perception of ChatGPT on Reddit. The dataset was collected via Reddit, a social media platform, and includes 23,733 posts and comments related to ChatGPT. Firstly, to examine public attitudes, this study conducts content analysis utilizing topic modeling with the Latent Dirichlet Allocation (LDA) algorithm to extract pertinent topics. Furthermore, sentiment analysis categorizes user posts and comments as positive, negative, or neutral using Textblob and Vader in natural language processing. The result of topic modeling shows that seven topics regarding ChatGPT are identified, which can be grouped into three themes: user perception, technical methods, and impacts on society. Results from the sentiment analysis show that 61.6% of the posts and comments hold favorable opinions on ChatGPT. They emphasize ChatGPT's ability to prompt and engage in natural conversations with users, without relying on complex natural language processing. It provides suggestions for ChatGPT developers to enhance its usability design and functionality. Meanwhile, stakeholders, including users, should comprehend the advantages and disadvantages of ChatGPT in human society to promote ethical and regulated implementation of the system.

摘要

自创建以来,ChatGPT 展现出了令人印象深刻的能力,并对人类社会的各个方面产生了影响,引起了不同社会领域的广泛关注。本研究旨在全面评估 Reddit 上公众对 ChatGPT 的看法。该数据集是通过社交媒体平台 Reddit 收集的,包括 23733 条与 ChatGPT 相关的帖子和评论。首先,为了考察公众态度,本研究使用潜在狄利克雷分配(Latent Dirichlet Allocation,LDA)算法进行主题建模的内容分析,以提取相关主题。此外,使用 Textblob 和 Vader 进行自然语言处理,将用户的帖子和评论分类为积极、消极或中性。主题建模的结果表明,确定了与 ChatGPT 相关的七个主题,可以将其分为三个主题:用户感知、技术方法和对社会的影响。情感分析的结果表明,61.6%的帖子和评论对 ChatGPT 持肯定态度。他们强调了 ChatGPT 能够与用户进行自然对话的能力,而无需依赖复杂的自然语言处理。这为 ChatGPT 开发者提供了增强其可用性设计和功能的建议。同时,包括用户在内的利益相关者应该了解 ChatGPT 在人类社会中的优缺点,以促进该系统的伦理和规范实施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1932/11093324/e08980cc053f/pone.0302502.g001.jpg

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