mlsanityData to 14 Oct 2026

Conceptualization, Operationalization, and Measurement of Machine Companionship: A Scoping Review

arXiv 2506.18119 ↗First posted 22 Jun 2025cs.HC cs.AIcited by 1

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Abstract (arXiv)

The notion of machine companions has long been embedded in social-technological imaginaries. Recent advances in AI have moved those media musings into believable sociality manifested in interfaces, robotic bodies, and devices. Those machines are often referred to colloquially as "companions" yet there is little careful engagement of machine companionship (MC) as a formal concept or measured variable. This PRISMA-guided scoping review systematically samples, surveys, and synthesizes current scholarly works on MC (N = 71; 2017-2025), to that end. Works varied widely in considerations of MC according to guiding theories, dimensions of a-priori specified properties (subjectively positive, sustained over time, co-active, autotelic), and in measured concepts (with more than 50 distinct measured variables). WE ultimately offer a literature-guided definition of MC as an autotelic, coordinated connection between human and machine that unfolds over time and is subjectively positive.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 12 of its 135 references that are in the map. First posted on arXiv 22 Jun 2025.

Builds on

12 of 135 references.

References · 12

  1. 2024The Dark Side of AI Companionship: A Taxonomy of Harmful Algorithmic Behaviors in Human-AI Relationshipscited by 62
  2. 2024AI Companions Reduce Lonelinesscited by 28
  3. 2023Chatbots as social companions: How people perceive consciousness, human likeness, and social health benefits in machinescited by 17
  4. 2024User-Driven Value Alignment: Understanding Users' Perceptions and Strategies for Addressing Biased and Discriminatory Statements in AI Companionscited by 14
  5. 2025Relational Norms for Human-AI Cooperationcited by 9
  6. 2024Interrogating AI: Characterizing Emergent Playful Interactions with ChatGPTcited by 5
  7. 2025The Real Her? Exploring Whether Young Adults Accept Human-AI Lovecited by 3
  8. 2025Understanding Human-Chatbot Romance: A Qualitative and Quantitative Study on Romantic Fantasy and Other Interpersonal Characteristicscited by 2
  9. 2018Theory of Robot Communication: II. Befriending a Robot over Timecited by 1
  10. 2023Towards Operationalizing Social Bonding in Human-Robot Dyadscited by 1
  11. 2023Learning from a Generative AI Predecessor -- The Many Motivations for Interacting with Conversational Agentscited by 1
  12. 202510 Questions to Fall in Love with ChatGPT: An Experimental Study on Interpersonal Closeness with Large Language Models (LLMs)cited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.