A Taxonomy of Linguistic Expressions That Contribute To Anthropomorphism of Language Technologies
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Abstract (arXiv)
Recent attention to anthropomorphism -- the attribution of human-like qualities to non-human objects or entities -- of language technologies like LLMs has sparked renewed discussions about potential negative impacts of anthropomorphism. To productively discuss the impacts of this anthropomorphism and in what contexts it is appropriate, we need a shared vocabulary for the vast variety of ways that language can be anthropomorphic. In this work, we draw on existing literature and analyze empirical cases of user interactions with language technologies to develop a taxonomy of textual expressions that can contribute to anthropomorphism. We highlight challenges and tensions involved in understanding linguistic anthropomorphism, such as how all language is fundamentally human and how efforts to characterize and shift perceptions of humanness in machines can also dehumanize certain humans. We discuss ways that our taxonomy supports more precise and effective discussions of and decisions about anthropomorphism of language technologies.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 19 of its 121 references that are in the map. First posted on arXiv 14 Feb 2025.
Builds on
19 of 121 references.
References · 19
- 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,592
- 2022Improving alignment of dialogue agents via targeted human judgementscited by 531
- 2018The Design and Implementation of XiaoIce, an Empathetic Social Chatbotcited by 172
- 2024The Ethics of Advanced AI Assistantscited by 107
- 2023Could a Large Language Model be Conscious?cited by 73
- 2024"I'm Not Sure, But...": Examining the Impact of Large Language Models' Uncertainty Expression on User Reliance and Trustcited by 67
- 2024Believing Anthropomorphism: Examining the Role of Anthropomorphic Cues on Trust in Large Language Modelscited by 37
- 2023Mirages: On Anthropomorphism in Dialogue Systemscited by 30
- 2024'Simulacrum of Stories': Examining Large Language Models as Qualitative Research Participantscited by 28
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7 more
- 2021"Look! It's a Computer Program! It's an Algorithm! It's AI!": Does Terminology Affect Human Perceptions and Evaluations of Algorithmic Decision-Making Systems?cited by 13
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- 2024Characterizing and modeling harms from interactions with design patterns in AI interfacescited by 11
- 2021Exploring Interactions Between Trust, Anthropomorphism, and Relationship Development in Voice Assistantscited by 10
- 2022Robots-Dont-Cry: Understanding Falsely Anthropomorphic Utterances in Dialog Systemscited by 8
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AIcited by 8
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Citing papers per year: 2025: 4; 2026: 10.
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- 2025Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies Aheadcited by 44
- 2025Anthropomimetic Uncertainty: What Verbalized Uncertainty in Language Models is Missingcited by 14
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- 2026Computational Hermeneutics: Evaluating generative AI as a cultural technologycited by 8
- 2025When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Beingcited by 3
- 2026The Psychology of Learning from Machines: Anthropomorphic AI and the Paradox of Automation in Educationcited by 1
- 2026Chaplains' Reflections on the Design and Usage of AI for Conversational Carecited by 1
- 2026Human Thinking under Plural LLM Assistance: Mathematical Problem Solving and Open-Ended Writingcited by 0
- 2026Breaking the Illusion of Identity in LLM Toolingcited by 0
- 2026Measuring Successful Cooperation in Human-AI Teamwork: Development and Validation of the Perceived Cooperativity and Teaming Perception Scalescited by 0
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- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support16 Jun 2026
- 2026Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Prompts7 May 2026
- 2026Measuring Successful Cooperation in Human-AI Teamwork: Development and Validation of the Perceived Cooperativity and Teaming Perception Scales27 Apr 2026
- 2026Playing Games with My Heart: An Evaluation of AI Companion Apps8 Apr 2026
- 2026Breaking the Illusion of Identity in LLM Tooling8 Apr 2026
- 2026Human Thinking under Plural LLM Assistance: Mathematical Problem Solving and Open-Ended Writing3 Apr 2026
- 2026Computational Hermeneutics: Evaluating generative AI as a cultural technology31 Mar 2026
- 2026Chaplains' Reflections on the Design and Usage of AI for Conversational Care3 Feb 2026
- 2026The Psychology of Learning from Machines: Anthropomorphic AI and the Paradox of Automation in Education7 Jan 2026
- 2025TALES: A Taxonomy and Analysis of Cultural Representations in LLM-generated Stories26 Nov 2025
- 2025When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Being24 Oct 2025
- 2025Anthropomimetic Uncertainty: What Verbalized Uncertainty in Language Models is Missingcited by 14
- 2025TALES: A Taxonomy and Analysis of Cultural Representations in LLM-generated Storiescited by 10
- 2026Computational Hermeneutics: Evaluating generative AI as a cultural technologycited by 8
- 2025When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Beingcited by 3
- 2026The Psychology of Learning from Machines: Anthropomorphic AI and the Paradox of Automation in Educationcited by 1
- 2026Chaplains' Reflections on the Design and Usage of AI for Conversational Carecited by 1
- 2026Breaking the Illusion of Identity in LLM Toolingcited by 0
- 2026Measuring Successful Cooperation in Human-AI Teamwork: Development and Validation of the Perceived Cooperativity and Teaming Perception Scalescited by 0
- 2026Playing Games with My Heart: An Evaluation of AI Companion Appscited by 0
- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Supportcited by 0
- 2026Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Promptscited by 0
- 2026Psychological Influences of Conversational AI: Research and Design Directions for Reducing Harm and Promoting Well-Beingcited by 0
- 2026Psychological Influences of Conversational AI: Research and Design Directions for Reducing Harm and Promoting Well-Being27 Jul 2026
- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support16 Jun 2026
- 2026Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Prompts7 May 2026
- 2026Measuring Successful Cooperation in Human-AI Teamwork: Development and Validation of the Perceived Cooperativity and Teaming Perception Scales27 Apr 2026
- 2026Playing Games with My Heart: An Evaluation of AI Companion Apps8 Apr 2026
- 2026Breaking the Illusion of Identity in LLM Tooling8 Apr 2026
- 2026Computational Hermeneutics: Evaluating generative AI as a cultural technology31 Mar 2026
- 2026Chaplains' Reflections on the Design and Usage of AI for Conversational Care3 Feb 2026
- 2026The Psychology of Learning from Machines: Anthropomorphic AI and the Paradox of Automation in Education7 Jan 2026
- 2025TALES: A Taxonomy and Analysis of Cultural Representations in LLM-generated Stories26 Nov 2025
- 2025When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Being24 Oct 2025
- 2025Anthropomimetic Uncertainty: What Verbalized Uncertainty in Language Models is Missing11 Jul 2025