Empirical evidence of Large Language Model's influence on human spoken communication
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Abstract (arXiv)
From the printing press to social media, innovations in communication technology have repeatedly reshaped how ideas spread through human culture. Chatbots powered by generative artificial intelligence constitute a new medium, encoding cultural patterns in their neural representations and disseminating them in conversations with hundreds of millions of people. Whether these patterns transmit into human language, and ultimately shape human culture, is a fundamental question. While fully quantifying the causal impact of a chatbot like ChatGPT on human culture is challenging, lexical shifts in human spoken communication may offer an early indicator. Here we show that words preferentially generated by ChatGPT, such as delve, showcase, boast, intricacies and meticulous, increased abruptly in spontaneous human speech. A synthetic-control analysis of 737,083 hours of conversation from 824,634 podcast episodes, screened for unscripted speech, causally links this shift to ChatGPT's release. The measurable influence on spontaneous speech suggests that humans internalize the lexical choices of large language models (LLMs). A preregistered experiment (N = 496) confirms they do, as a brief chatbot interaction led participants to adopt its words as their own, persisting past a distractor task and confirmed in forced lexical choice, indicating entrenchment in the active vocabulary. Together these results show that machines trained on human data now feed their own traits back into human language, integrating LLMs into the ongoing processes of cultural evolution.. This coupling raises concerns about linguistic homogenization and the capacity of a few major AI providers for latent cultural influence at scale.
Key facts. Cited by 27 papers in the map (data through 14 Oct 2026). Builds on 25 of its 84 references that are in the map. First posted on arXiv 3 Sep 2024.
Builds on
25 of 84 references.
References · 25
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Citing papers per year: 2024: 4; 2025: 10; 2026: 13.
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- 2024The Impact of Large Language Models in Academia: from Writing to Speakingcited by 18
- 2025The Lock-in Hypothesis: Stagnation by Algorithmcited by 11
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Modelscited by 8
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken Englishcited by 4
- 2025Recognising, Anticipating, and Mitigating LLM Pollution of Online Behavioural Researchcited by 4
- 2024NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers?cited by 3
- 2025Will AI shape the way we speak? The emerging sociolinguistic influence of synthetic voicescited by 3
- 2025On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?cited by 3
- 2026Architecting Trust in Artificial Epistemic Agentscited by 3
- 2026Markovian Generation Chains in Large Language Modelscited by 3
- 2024AI Can Enhance Creativity in Social Networkscited by 2
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedbackcited by 2
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- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writingcited by 2
- 2025Arti-"fickle" Intelligence: Using LLMs as a Tool for Inference in the Political and Social Sciencescited by 1
- 2026AI-Mediated Communication Can Steer Collective Opinioncited by 1
- 2026Solipsistic Superintelligence is Unlikely to be Cooperativecited by 1
- 2025Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AIcited by 0
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- 2025Artificially intelligent agents in the social and behavioral sciences: A history and outlookcited by 0
- 2026Voice-based debate with an AI adversary is associated with increased divergent ideationcited by 0
- 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
- 2026Understanding Large Language Modelscited by 0
- 2026An LLM-Associated Register Shift in Korean Journal Abstracts: A Morphology-Aware Excess-Vocabulary Study, 2018-2026cited by 0
- 2026Where Should Language Sit in a Multimodal Model? Lessons from What Language Does to Human Perception and Cognitioncited by 0
- 2026Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystemscited by 0
- 2026Gacha Decoding: Eliciting Diverse Generations Through Instruction Followingcited by 0
- 2026Gacha Decoding: Eliciting Diverse Generations Through Instruction Following1 Oct 2026
- 2026Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems1 Oct 2026
- 2026Where Should Language Sit in a Multimodal Model? Lessons from What Language Does to Human Perception and Cognition7 Sep 2026
- 2026An LLM-Associated Register Shift in Korean Journal Abstracts: A Morphology-Aware Excess-Vocabulary Study, 2018-20267 Sep 2026
- 2026Understanding Large Language Models1 Jul 2026
- 2026Solipsistic Superintelligence is Unlikely to be Cooperative2 Jun 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
- 2026AI-Mediated Communication Can Steer Collective Opinion15 May 2026
- 2026Voice-based debate with an AI adversary is associated with increased divergent ideation28 Mar 2026
- 2026Markovian Generation Chains in Large Language Models11 Mar 2026
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- 2026Architecting Trust in Artificial Epistemic Agents3 Mar 2026
- 2025On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?23 Oct 2025
- 2025Artificially intelligent agents in the social and behavioral sciences: A history and outlook7 Oct 2025
- 2025Pragmatics beyond humans: meaning, communication, and LLMs8 Aug 2025
- 2025Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback3 Aug 2025
- 2025Recognising, Anticipating, and Mitigating LLM Pollution of Online Behavioural Research2 Aug 2025
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken English1 Aug 2025
- 2025Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AI18 Jun 2025
- 2025The Lock-in Hypothesis: Stagnation by Algorithm6 Jun 2025
- 2025Will AI shape the way we speak? The emerging sociolinguistic influence of synthetic voices14 Apr 2025
- 2025Arti-"fickle" Intelligence: Using LLMs as a Tool for Inference in the Political and Social Sciences4 Apr 2025
- 2024Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models16 Dec 2024
- 2024NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers?2 Dec 2024
- 2024AI Can Enhance Creativity in Social Networks20 Oct 2024
- 2024The Impact of Large Language Models in Academia: from Writing to Speaking20 Sep 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
- 2024The Impact of Large Language Models in Academia: from Writing to Speakingcited by 18
- 2025The Lock-in Hypothesis: Stagnation by Algorithmcited by 11
- 2025Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken Englishcited by 4
- 2025Recognising, Anticipating, and Mitigating LLM Pollution of Online Behavioural Researchcited by 4
- 2024NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers?cited by 3
- 2025Will AI shape the way we speak? The emerging sociolinguistic influence of synthetic voicescited by 3
- 2025On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?cited by 3
- 2026Markovian Generation Chains in Large Language Modelscited by 3
- 2024AI Can Enhance Creativity in Social Networkscited by 2
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writingcited by 2
- 2025Arti-"fickle" Intelligence: Using LLMs as a Tool for Inference in the Political and Social Sciencescited by 1
- 2026AI-Mediated Communication Can Steer Collective Opinioncited by 1
12 most cited of 21 All 21 (JSON)
- 2026Gacha Decoding: Eliciting Diverse Generations Through Instruction Following1 Oct 2026
- 2026Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems1 Oct 2026
- 2026Where Should Language Sit in a Multimodal Model? Lessons from What Language Does to Human Perception and Cognition7 Sep 2026
- 2026An LLM-Associated Register Shift in Korean Journal Abstracts: A Morphology-Aware Excess-Vocabulary Study, 2018-20267 Sep 2026
- 2026Understanding Large Language Models1 Jul 2026
- 2026Solipsistic Superintelligence is Unlikely to be Cooperative2 Jun 2026
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing25 May 2026
- 2026AI-Mediated Communication Can Steer Collective Opinion15 May 2026
- 2026Voice-based debate with an AI adversary is associated with increased divergent ideation28 Mar 2026
- 2026Markovian Generation Chains in Large Language Models11 Mar 2026
- 2025On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?23 Oct 2025
- 2025Pragmatics beyond humans: meaning, communication, and LLMs8 Aug 2025
12 newest of 21 All 21 (JSON)