Weihong Qi , Jinsheng Pan , Hanjia Lyu , Jiebo Luo
{"title":"后 ChatGPT 时代的兴奋与担忧:通过社交媒体分析解读公众对人工智能的看法","authors":"Weihong Qi , Jinsheng Pan , Hanjia Lyu , Jiebo Luo","doi":"10.1016/j.tele.2024.102158","DOIUrl":null,"url":null,"abstract":"<div><p>As AI systems become increasingly prevalent in various aspects of daily life, gaining a comprehensive understanding of public perception towards these AI systems has become increasingly essential for several reasons such as ethical considerations, user experience, fear, disinformation, regulation, collaboration, and co-creation. In this study, we investigate how mass social media users perceive the recent rise of AI frameworks such as ChatGPT. We collect a total of 33,912 comments in 388 unique subreddits spanning from November 30, 2022 to June 8, 2023 using a list of AI-related keywords. We employ a combination of thematic and sentiment analysis, using advanced natural language processing techniques. Specifically, we use BERTopic to uncover the major themes regarding AI on Reddit. Our findings indicate that technology-focused subreddits primarily discuss the technical dimensions of AI, while non-technical subreddits more often address societal impacts, such as job displacement concerns. The disparity in focus between subreddits suggests a gap in the public understanding of AI. We leverage GPT-3.5 with zero-shot prompting and LIWC to analyze the sentiment and perception of AI among individual users. Through a comprehensive sentiment and emotion analysis, we discover that tech-centric communities exhibit greater polarization compared to non-tech communities when discussing AI topics. This suggests that individuals with a deeper understanding or familiarity with AI technologies might have more divided opinions, possibly reflecting a mix of optimism about technological advancements and skepticism about potential impacts. This research contributes to our broader understanding of public opinion surrounding artificial intelligence.</p></div>","PeriodicalId":48257,"journal":{"name":"Telematics and Informatics","volume":"92 ","pages":"Article 102158"},"PeriodicalIF":7.6000,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Excitements and concerns in the post-ChatGPT era: Deciphering public perception of AI through social media analysis\",\"authors\":\"Weihong Qi , Jinsheng Pan , Hanjia Lyu , Jiebo Luo\",\"doi\":\"10.1016/j.tele.2024.102158\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>As AI systems become increasingly prevalent in various aspects of daily life, gaining a comprehensive understanding of public perception towards these AI systems has become increasingly essential for several reasons such as ethical considerations, user experience, fear, disinformation, regulation, collaboration, and co-creation. In this study, we investigate how mass social media users perceive the recent rise of AI frameworks such as ChatGPT. We collect a total of 33,912 comments in 388 unique subreddits spanning from November 30, 2022 to June 8, 2023 using a list of AI-related keywords. We employ a combination of thematic and sentiment analysis, using advanced natural language processing techniques. Specifically, we use BERTopic to uncover the major themes regarding AI on Reddit. Our findings indicate that technology-focused subreddits primarily discuss the technical dimensions of AI, while non-technical subreddits more often address societal impacts, such as job displacement concerns. The disparity in focus between subreddits suggests a gap in the public understanding of AI. We leverage GPT-3.5 with zero-shot prompting and LIWC to analyze the sentiment and perception of AI among individual users. Through a comprehensive sentiment and emotion analysis, we discover that tech-centric communities exhibit greater polarization compared to non-tech communities when discussing AI topics. This suggests that individuals with a deeper understanding or familiarity with AI technologies might have more divided opinions, possibly reflecting a mix of optimism about technological advancements and skepticism about potential impacts. This research contributes to our broader understanding of public opinion surrounding artificial intelligence.</p></div>\",\"PeriodicalId\":48257,\"journal\":{\"name\":\"Telematics and Informatics\",\"volume\":\"92 \",\"pages\":\"Article 102158\"},\"PeriodicalIF\":7.6000,\"publicationDate\":\"2024-06-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Telematics and Informatics\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0736585324000625\",\"RegionNum\":2,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"INFORMATION SCIENCE & LIBRARY SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Telematics and Informatics","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0736585324000625","RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"INFORMATION SCIENCE & LIBRARY SCIENCE","Score":null,"Total":0}
Excitements and concerns in the post-ChatGPT era: Deciphering public perception of AI through social media analysis
As AI systems become increasingly prevalent in various aspects of daily life, gaining a comprehensive understanding of public perception towards these AI systems has become increasingly essential for several reasons such as ethical considerations, user experience, fear, disinformation, regulation, collaboration, and co-creation. In this study, we investigate how mass social media users perceive the recent rise of AI frameworks such as ChatGPT. We collect a total of 33,912 comments in 388 unique subreddits spanning from November 30, 2022 to June 8, 2023 using a list of AI-related keywords. We employ a combination of thematic and sentiment analysis, using advanced natural language processing techniques. Specifically, we use BERTopic to uncover the major themes regarding AI on Reddit. Our findings indicate that technology-focused subreddits primarily discuss the technical dimensions of AI, while non-technical subreddits more often address societal impacts, such as job displacement concerns. The disparity in focus between subreddits suggests a gap in the public understanding of AI. We leverage GPT-3.5 with zero-shot prompting and LIWC to analyze the sentiment and perception of AI among individual users. Through a comprehensive sentiment and emotion analysis, we discover that tech-centric communities exhibit greater polarization compared to non-tech communities when discussing AI topics. This suggests that individuals with a deeper understanding or familiarity with AI technologies might have more divided opinions, possibly reflecting a mix of optimism about technological advancements and skepticism about potential impacts. This research contributes to our broader understanding of public opinion surrounding artificial intelligence.
期刊介绍:
Telematics and Informatics is an interdisciplinary journal that publishes cutting-edge theoretical and methodological research exploring the social, economic, geographic, political, and cultural impacts of digital technologies. It covers various application areas, such as smart cities, sensors, information fusion, digital society, IoT, cyber-physical technologies, privacy, knowledge management, distributed work, emergency response, mobile communications, health informatics, social media's psychosocial effects, ICT for sustainable development, blockchain, e-commerce, and e-government.