The Transformative Potential of Artificial Intelligence
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Abstract (arXiv)
The terms 'human-level artificial intelligence' and 'artificial general intelligence' are widely used to refer to the possibility of advanced artificial intelligence (AI) with potentially extreme impacts on society. These terms are poorly defined and do not necessarily indicate what is most important with respect to future societal impacts. We suggest that the term 'transformative AI' is a helpful alternative, reflecting the possibility that advanced AI systems could have very large impacts on society without reaching human-level cognitive abilities. To be most useful, however, more analysis of what it means for AI to be 'transformative' is needed. In this paper, we propose three different levels on which AI might be said to be transformative, associated with different levels of societal change. We suggest that these distinctions would improve conversations between policy makers and decision makers concerning the mid- to long-term impacts of advances in AI. Further, we feel this would have a positive effect on strategic foresight efforts involving advanced AI, which we expect to illuminate paths to alternative futures. We conclude with a discussion of the benefits of our new framework and by highlighting directions for future work in this area.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Nov 2019.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 3; 2024: 5; 2025: 1; 2026: 3.
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- 2022Current and Near-Term AI as a Potential Existential Risk Factorcited by 14
- 2024Risks and Opportunities of Open-Source Generative AIcited by 11
- 2024AI Cards: Towards an Applied Framework for Machine-Readable AI and Risk Documentation Inspired by the EU AI Actcited by 10
- 2024Automatic Generation of Model and Data Cards: A Step Towards Responsible AIcited by 9
- 2023An International Consortium for Evaluations of Societal-Scale Risks from Advanced AIcited by 5
- 2024Strategic Insights from Simulation Gaming of AI Race Dynamicscited by 3
- 2023Both eyes open: Vigilant Incentives help Regulatory Markets improve AI Safetycited by 2
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontiercited by 1
- 2021Safe Transformative AI via a Windfall Clausecited by 0
- 2022The Transform-o-meter: A method to forecast the transformative impact of innovationcited by 0
- 2023AI Systems of Concerncited by 0
- 2024Implications for Governance in Public Perceptions of Societal-scale AI Riskscited by 0
3 more
- 2025AI-assisted radiographic analysis in detecting alveolar bone-loss severity and patternscited by 0
- 2026Precautionary Governance of Autonomous AI: Legal Personhood as Functional Instrumentcited by 0
- 2026TEDDY: A Pediatric Foundation Model for Risk Forewarning from ICD-Coded Diagnostic Historiescited by 0
- 2026TEDDY: A Pediatric Foundation Model for Risk Forewarning from ICD-Coded Diagnostic Histories15 Jul 2026
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier8 Jul 2026
- 2026Precautionary Governance of Autonomous AI: Legal Personhood as Functional Instrument14 Mar 2026
- 2025AI-assisted radiographic analysis in detecting alveolar bone-loss severity and patterns25 Jun 2025
- 2024Strategic Insights from Simulation Gaming of AI Race Dynamics4 Oct 2024
- 2024AI Cards: Towards an Applied Framework for Machine-Readable AI and Risk Documentation Inspired by the EU AI Act26 Jun 2024
- 2024Implications for Governance in Public Perceptions of Societal-scale AI Risks10 Jun 2024
- 2024Risks and Opportunities of Open-Source Generative AI14 May 2024
- 2024Automatic Generation of Model and Data Cards: A Step Towards Responsible AI10 May 2024
- 2023An International Consortium for Evaluations of Societal-Scale Risks from Advanced AI22 Oct 2023
- 2023AI Systems of Concern9 Oct 2023
- 2023Both eyes open: Vigilant Incentives help Regulatory Markets improve AI Safety6 Mar 2023
3 more
- 2022Current and Near-Term AI as a Potential Existential Risk Factorcited by 14
- 2024Risks and Opportunities of Open-Source Generative AIcited by 11
- 2024AI Cards: Towards an Applied Framework for Machine-Readable AI and Risk Documentation Inspired by the EU AI Actcited by 10
- 2024Automatic Generation of Model and Data Cards: A Step Towards Responsible AIcited by 9
- 2023An International Consortium for Evaluations of Societal-Scale Risks from Advanced AIcited by 5
- 2024Strategic Insights from Simulation Gaming of AI Race Dynamicscited by 3
- 2023Both eyes open: Vigilant Incentives help Regulatory Markets improve AI Safetycited by 2
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontiercited by 1
- 2021Safe Transformative AI via a Windfall Clausecited by 0
- 2022The Transform-o-meter: A method to forecast the transformative impact of innovationcited by 0
- 2023AI Systems of Concerncited by 0
- 2024Implications for Governance in Public Perceptions of Societal-scale AI Riskscited by 0
12 most cited of 15 All 15 (JSON)
- 2026TEDDY: A Pediatric Foundation Model for Risk Forewarning from ICD-Coded Diagnostic Histories15 Jul 2026
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier8 Jul 2026
- 2026Precautionary Governance of Autonomous AI: Legal Personhood as Functional Instrument14 Mar 2026
- 2025AI-assisted radiographic analysis in detecting alveolar bone-loss severity and patterns25 Jun 2025
- 2024Strategic Insights from Simulation Gaming of AI Race Dynamics4 Oct 2024
- 2024AI Cards: Towards an Applied Framework for Machine-Readable AI and Risk Documentation Inspired by the EU AI Act26 Jun 2024
- 2024Implications for Governance in Public Perceptions of Societal-scale AI Risks10 Jun 2024
- 2024Risks and Opportunities of Open-Source Generative AI14 May 2024
- 2024Automatic Generation of Model and Data Cards: A Step Towards Responsible AI10 May 2024
- 2023An International Consortium for Evaluations of Societal-Scale Risks from Advanced AI22 Oct 2023
- 2023AI Systems of Concern9 Oct 2023
- 2023Both eyes open: Vigilant Incentives help Regulatory Markets improve AI Safety6 Mar 2023
12 newest of 15 All 15 (JSON)