公众对 ChatGPT 的看法:利用情感分析、话题建模和 SWOT 分析对 Reddit 讨论进行分析

Shwe Zin Su Naing, Piyachat Udomwong
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引用次数: 0

摘要

2022 年 11 月 30 日正式发布的 ChatGPT 标志着 AI(人工智能)突然进入了全世界人们的日常生活。人工智能入侵我们的生活,不仅引起了科技爱好者的关注,也引起了不同领域学者的关注,因为它的能力横跨各个领域。因此,许多文章和期刊都在讨论 ChatGPT,使其成为多个话题的头条。然而,这并不能反映大多数公众对该产品的看法。因此,本文通过话题建模、基于维达的情感分析和 SWOT 分析来调查公众对 ChatGPT 的看法。为了收集研究数据,本文在 2022 年 12 月至 2023 年 12 月期间收集了 Reddit 平台上的 202905 条评论。研究结果表明,Reddit 社区参与了与 ChatGPT 相关的讨论,涉及一系列话题,包括与传统搜索引擎的比较、对软件开发、就业市场和教育行业的影响、探讨 ChatGPT 对娱乐和政治的回应、ChatGPT 的另一个自我 Dan 的回应、用户数据的道德使用以及与人工智能生成的图像相关的询问。情感分析表明,在这几个方面,大多数人对这项创新技术持积极态度。然而,人们也对该产品的潜在负面影响表示担忧。对这些结果的 SWOT 分析强调了与 ChatGPT 相关的优势和痛点、市场机遇和威胁。这一分析也是本文针对产品开发和政策实施提出建议的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Public Opinions on ChatGPT: An Analysis of Reddit Discussions by Using Sentiment Analysis, Topic Modeling, and SWOT Analysis
The sudden arrival of AI (Artificial Intelligence) into people's daily lives all around the world was marked by the introduction of ChatGPT, which was officially released on November 30, 2022. This AI invasion in our lives drew the attention of not only tech enthusiasts but also scholars from diverse fields, as its capacity extends across various fields. Consequently, numerous articles and journals have been discussing ChatGPT, making it a headline for several topics. However, it does not reflect most public opinion about the product. Therefore, this paper investigated the public's opinions on ChatGPT through topic modelling, Vader-based sentiment analysis and SWOT analysis. To gather data for this study, 202905 comments from the Reddit platform were collected between December 2022 and December 2023. The findings reveal that the Reddit community engaged in discussions related to ChatGPT, covering a range of topics including comparisons with traditional search engines, the impacts on software development, job market, and education industry, exploring ChatGPT's responses on entertainment and politics, the responses from Dan, the alter ego of ChatGPT, the ethical usage of user data as well as queries related to the AI-generated images. The sentiment analysis indicates that most people hold positive views towards this innovative technology across these several aspects. However, concerns also arise regarding the potential negative impacts associated with this product. The SWOT analysis of these results highlights both the strengths and pain points, market opportunities and threats associated with ChatGPT. This analysis also serves as a foundation for providing recommendations aimed at the product development and policy implementation in this paper.
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