Friend or Foe? Exploring the Implications of Large Language Models on the Science System
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Abstract (arXiv)
The advent of ChatGPT by OpenAI has prompted extensive discourse on its potential implications for science and higher education. While the impact on education has been a primary focus, there is limited empirical research on the effects of large language models (LLMs) and LLM-based chatbots on science and scientific practice. To investigate this further, we conducted a Delphi study involving 72 experts specialising in research and AI. The study focused on applications and limitations of LLMs, their effects on the science system, ethical and legal considerations, and the required competencies for their effective use. Our findings highlight the transformative potential of LLMs in science, particularly in administrative, creative, and analytical tasks. However, risks related to bias, misinformation, and quality assurance need to be addressed through proactive regulation and science education. This research contributes to informed discussions on the impact of generative AI in science and helps identify areas for future action.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). Builds on 7 of its 49 references that are in the map. First posted on arXiv 16 Jun 2023.
Builds on
7 of 49 references.
References · 7
- 2023A Watermark for Large Language Modelscited by 725
- 2023GPT detectors are biased against non-native English writerscited by 178
- 2023Regulating ChatGPT and other Large Generative AI Modelscited by 104
- 2023ChatGPT and a New Academic Reality: Artificial Intelligence-Written Research Papers and the Ethics of the Large Language Models in Scholarly Publishingcited by 52
- 2023ChatGPT Needs SPADE (Sustainability, PrivAcy, Digital divide, and Ethics) Evaluation: A Reviewcited by 28
- 2023Academic Writing with GPT-3.5: Reflections on Practices, Efficacy and Transparencycited by 6
- 2023ChatGPT and Works Scholarly: Best Practices and Legal Pitfalls in Writing with AIcited by 2
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Citing papers per year: 2023: 3; 2024: 7; 2025: 4; 2026: 2.
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- 2023From Prompt Injections to SQL Injection Attacks: How Protected is Your LLM-Integrated Web Application?cited by 55
- 2024LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptionscited by 47
- 2024Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Reviewcited by 17
- 2024Near to Mid-term Risks and Opportunities of Open-Source Generative AIcited by 13
- 2024Quantifying Generative Media Bias with a Corpus of Real-world and Generated News Articlescited by 9
- 2023How should the advent of large language models affect the practice of science?cited by 8
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systemscited by 8
- 2024Beyond principlism: Practical strategies for ethical AI use in research practicescited by 7
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomycited by 7
- 2025OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Modelscited by 5
- 2025Towards Alignment-Centric Paradigm: A Survey of Instruction Tuning in Large Language Modelscited by 5
- 2024What is the Role of Large Language Models in the Evolution of Astronomy Research?cited by 4
4 more
- 2026LLM assisted writing deserves empirical evaluation22 Aug 2026
- 2026Will Scaling Improve Social Simulation with LLMs?2 Jul 2026
- 2025Towards Alignment-Centric Paradigm: A Survey of Instruction Tuning in Large Language Models24 Aug 2025
- 2025OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Models24 May 2025
- 2025Deconstructing Jazz Piano Style Using Machine Learning7 Apr 2025
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems3 Mar 2025
- 2024LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptions30 Oct 2024
- 2024What is the Role of Large Language Models in the Evolution of Astronomy Research?30 Sep 2024
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomy25 Jun 2024
- 2024Quantifying Generative Media Bias with a Corpus of Real-world and Generated News Articles16 Jun 2024
- 2024Near to Mid-term Risks and Opportunities of Open-Source Generative AI25 Apr 2024
- 2024Beyond principlism: Practical strategies for ethical AI use in research practices27 Jan 2024
4 more
- 2024Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review3 Jan 2024
- 2023How should the advent of large language models affect the practice of science?5 Dec 2023
- 2023Potential Societal Biases of ChatGPT in Higher Education: A Scoping Review24 Nov 2023
- 2023From Prompt Injections to SQL Injection Attacks: How Protected is Your LLM-Integrated Web Application?3 Aug 2023
- 2024LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptionscited by 47
- 2024Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Reviewcited by 17
- 2024Near to Mid-term Risks and Opportunities of Open-Source Generative AIcited by 13
- 2024Quantifying Generative Media Bias with a Corpus of Real-world and Generated News Articlescited by 9
- 2023How should the advent of large language models affect the practice of science?cited by 8
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systemscited by 8
- 2024Beyond principlism: Practical strategies for ethical AI use in research practicescited by 7
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomycited by 7
- 2025OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Modelscited by 5
- 2024What is the Role of Large Language Models in the Evolution of Astronomy Research?cited by 4
- 2023Potential Societal Biases of ChatGPT in Higher Education: A Scoping Reviewcited by 1
- 2025Deconstructing Jazz Piano Style Using Machine Learningcited by 0
12 most cited of 14 All 14 (JSON)
- 2026LLM assisted writing deserves empirical evaluation22 Aug 2026
- 2026Will Scaling Improve Social Simulation with LLMs?2 Jul 2026
- 2025OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Models24 May 2025
- 2025Deconstructing Jazz Piano Style Using Machine Learning7 Apr 2025
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems3 Mar 2025
- 2024LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptions30 Oct 2024
- 2024What is the Role of Large Language Models in the Evolution of Astronomy Research?30 Sep 2024
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomy25 Jun 2024
- 2024Quantifying Generative Media Bias with a Corpus of Real-world and Generated News Articles16 Jun 2024
- 2024Near to Mid-term Risks and Opportunities of Open-Source Generative AI25 Apr 2024
- 2024Beyond principlism: Practical strategies for ethical AI use in research practices27 Jan 2024
- 2024Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review3 Jan 2024
12 newest of 14 All 14 (JSON)