Public Perception of Generative AI on Twitter: An Empirical Study Based on Occupation and Usage
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Abstract (arXiv)
The emergence of generative AI has sparked substantial discussions, with the potential to have profound impacts on society in all aspects. As emerging technologies continue to advance, it is imperative to facilitate their proper integration into society, managing expectations and fear. This paper investigates users' perceptions of generative AI using 3M posts on Twitter from January 2019 to March 2023, especially focusing on their occupation and usage. We find that people across various occupations, not just IT-related ones, show a strong interest in generative AI. The sentiment toward generative AI is generally positive, and remarkably, their sentiments are positively correlated with their exposure to AI. Among occupations, illustrators show exceptionally negative sentiment mainly due to concerns about the unethical usage of artworks in constructing AI. People use ChatGPT in diverse ways, and notably the casual usage in which they "play with" ChatGPT tends to associate with positive sentiments. After the release of ChatGPT, people's interest in AI in general has increased dramatically; however, the topic with the most significant increase and positive sentiment is related to crypto, indicating the hype-worthy characteristics of generative AI. These findings would offer valuable lessons for policymaking on the emergence of new technology and also empirical insights for the considerations of future human-AI symbiosis.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 May 2023.
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Citing papers per year: 2024: 3; 2025: 9; 2026: 2.
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- 2024Representation Bias in Political Sample Simulations with Large Language Modelscited by 10
- 2025REALM: A Dataset of Real-World LLM Use Casescited by 6
- 2024GPT in Sheep's Clothing: The Risk of Customized GPTscited by 4
- 2025EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responsescited by 3
- 2025Expertise elevates AI usage: experimental evidence comparing laypeople and professional artistscited by 3
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professionscited by 3
- 2025The Hall of AI Fears and Hopes: Comparing the Views of AI Influencers and those of Members of the U.S. Public Through an Interactive Platformcited by 2
- 2024Visions of Destruction: Exploring a Potential of Generative AI in Interactive Artcited by 1
- 2025Winning and losing with Artificial Intelligence: What public discourse about ChatGPT tells us about how societies make sense of technological changecited by 1
- 2025Mapping Technological Futures: Anticipatory Discourse Through Text Miningcited by 0
- 2025Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profilescited by 0
- 2025TopiCLEAR: Adaptive embedding clustering for interpretable topic discovery from short textscited by 0
- 2026Whose Voice Counts? Mapping Stakeholder Perspectives on AI Through Public Submissions to the U.S. Government21 May 2026
- 2026Strategic Advice in the Age of Personal AI2 Mar 2026
- 2025TopiCLEAR: Adaptive embedding clustering for interpretable topic discovery from short texts7 Dec 2025
- 2025Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profiles15 Nov 2025
- 2025Winning and losing with Artificial Intelligence: What public discourse about ChatGPT tells us about how societies make sense of technological change9 Jul 2025
- 2025The Hall of AI Fears and Hopes: Comparing the Views of AI Influencers and those of Members of the U.S. Public Through an Interactive Platform8 Apr 2025
- 2025Mapping Technological Futures: Anticipatory Discourse Through Text Mining25 Mar 2025
- 2025REALM: A Dataset of Real-World LLM Use Cases24 Mar 2025
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professions12 Mar 2025
- 2025Expertise elevates AI usage: experimental evidence comparing laypeople and professional artists21 Jan 2025
- 2025EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responses11 Jan 2025
- 2024Visions of Destruction: Exploring a Potential of Generative AI in Interactive Art26 Aug 2024
2 more
- 2024Representation Bias in Political Sample Simulations with Large Language Modelscited by 10
- 2025REALM: A Dataset of Real-World LLM Use Casescited by 6
- 2024GPT in Sheep's Clothing: The Risk of Customized GPTscited by 4
- 2025EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responsescited by 3
- 2025Expertise elevates AI usage: experimental evidence comparing laypeople and professional artistscited by 3
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professionscited by 3
- 2025The Hall of AI Fears and Hopes: Comparing the Views of AI Influencers and those of Members of the U.S. Public Through an Interactive Platformcited by 2
- 2024Visions of Destruction: Exploring a Potential of Generative AI in Interactive Artcited by 1
- 2025Winning and losing with Artificial Intelligence: What public discourse about ChatGPT tells us about how societies make sense of technological changecited by 1
- 2025Mapping Technological Futures: Anticipatory Discourse Through Text Miningcited by 0
- 2025Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profilescited by 0
- 2025TopiCLEAR: Adaptive embedding clustering for interpretable topic discovery from short textscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Whose Voice Counts? Mapping Stakeholder Perspectives on AI Through Public Submissions to the U.S. Government21 May 2026
- 2026Strategic Advice in the Age of Personal AI2 Mar 2026
- 2025TopiCLEAR: Adaptive embedding clustering for interpretable topic discovery from short texts7 Dec 2025
- 2025Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profiles15 Nov 2025
- 2025Winning and losing with Artificial Intelligence: What public discourse about ChatGPT tells us about how societies make sense of technological change9 Jul 2025
- 2025The Hall of AI Fears and Hopes: Comparing the Views of AI Influencers and those of Members of the U.S. Public Through an Interactive Platform8 Apr 2025
- 2025Mapping Technological Futures: Anticipatory Discourse Through Text Mining25 Mar 2025
- 2025REALM: A Dataset of Real-World LLM Use Cases24 Mar 2025
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professions12 Mar 2025
- 2025Expertise elevates AI usage: experimental evidence comparing laypeople and professional artists21 Jan 2025
- 2025EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responses11 Jan 2025
- 2024Visions of Destruction: Exploring a Potential of Generative AI in Interactive Art26 Aug 2024
12 newest of 14 All 14 (JSON)