Towards the relationship between AIGC in manuscript writing and author profiles: evidence from preprints in LLMs
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Abstract (arXiv)
AIGC tools such as ChatGPT have profoundly changed scientific research, leading to widespread attention on its use on academic writing. Leveraging preprints from large language models, this study examined the use of AIGC in manuscript writing and its correlation with author profiles. We found that: (1) since the release of ChatGPT, the likelihood of abstracts being AI-generated has gradually increased; (2) scientists from English-speaking countries are less likely to use AIGC tools for writing assistance, while those from countries with linguistic differences from English are more likely to use these tools; (3) there is weak correlation between a paper's AI-generated probability and authors' academic performance; and (4) authors who have previously published papers with high AI-generated probabilities are more likely to continue using AIGC tools. We believe that this paper provides insightful results for relevant policies and norms and in enhancing the understanding of the relationship between humans and AI.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Apr 2024.
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Citing papers per year: 2024: 4; 2025: 5; 2026: 5.
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- 2024Delving into LLM-assisted writing in biomedical publications through excess vocabularycited by 75
- 2025Human-LLM Coevolution: Evidence from Academic Writingcited by 15
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Modelscited by 8
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomycited by 7
- 2025Examining Linguistic Shifts in Academic Writing Before and After the Launch of ChatGPT: A Study on Preprint Paperscited by 6
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken Englishcited by 4
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedbackcited by 2
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writingcited by 2
- 2026Most biomedical publications show signs of LLM-assisted writingcited by 2
- 2025AI Text Detectors and the Misclassification of Slightly Polished Arabic Textcited by 1
- 2024Impact of ChatGPT on the writing style of condensed matter physicistscited by 0
- 2026Isolating LLM Lexical Bias: A Curation-Free Triangulated Metric for Preference-Stage Learningcited by 0
- 2026Most biomedical publications show signs of LLM-assisted writing11 Aug 2026
- 2026Scientific exploration, collaboration and labor division in the large language model era23 Jul 2026
- 2026Fully Automated Identification of Lexical Alignment and Preference-Stage Shifts in Large Language Models2 Jun 2026
- 2026Isolating LLM Lexical Bias: A Curation-Free Triangulated Metric for Preference-Stage Learning29 May 2026
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing25 May 2026
- 2025AI Text Detectors and the Misclassification of Slightly Polished Arabic Text16 Nov 2025
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback3 Aug 2025
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken English1 Aug 2025
- 2025Examining Linguistic Shifts in Academic Writing Before and After the Launch of ChatGPT: A Study on Preprint Papers18 May 2025
- 2025Human-LLM Coevolution: Evidence from Academic Writing13 Feb 2025
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models16 Dec 2024
- 2024Impact of ChatGPT on the writing style of condensed matter physicists30 Aug 2024
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Modelscited by 8
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedbackcited by 2
- 2026Isolating LLM Lexical Bias: A Curation-Free Triangulated Metric for Preference-Stage Learningcited by 0
- 2026Fully Automated Identification of Lexical Alignment and Preference-Stage Shifts in Large Language Modelscited by 0
- 2026Fully Automated Identification of Lexical Alignment and Preference-Stage Shifts in Large Language Models2 Jun 2026
- 2026Isolating LLM Lexical Bias: A Curation-Free Triangulated Metric for Preference-Stage Learning29 May 2026
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback3 Aug 2025
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models16 Dec 2024
- 2024Delving into LLM-assisted writing in biomedical publications through excess vocabularycited by 75
- 2025Human-LLM Coevolution: Evidence from Academic Writingcited by 15
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomycited by 7
- 2025Examining Linguistic Shifts in Academic Writing Before and After the Launch of ChatGPT: A Study on Preprint Paperscited by 6
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken Englishcited by 4
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writingcited by 2
- 2026Most biomedical publications show signs of LLM-assisted writingcited by 2
- 2025AI Text Detectors and the Misclassification of Slightly Polished Arabic Textcited by 1
- 2024Impact of ChatGPT on the writing style of condensed matter physicistscited by 0
- 2026Scientific exploration, collaboration and labor division in the large language model eracited by 0
- 2026Most biomedical publications show signs of LLM-assisted writing11 Aug 2026
- 2026Scientific exploration, collaboration and labor division in the large language model era23 Jul 2026
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing25 May 2026
- 2025AI Text Detectors and the Misclassification of Slightly Polished Arabic Text16 Nov 2025
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken English1 Aug 2025
- 2025Examining Linguistic Shifts in Academic Writing Before and After the Launch of ChatGPT: A Study on Preprint Papers18 May 2025
- 2025Human-LLM Coevolution: Evidence from Academic Writing13 Feb 2025
- 2024Impact of ChatGPT on the writing style of condensed matter physicists30 Aug 2024
- 2024Delving into the Utilisation of ChatGPT in Scientific Publications in Astronomy25 Jun 2024
- 2024Delving into LLM-assisted writing in biomedical publications through excess vocabulary11 Jun 2024