mlsanityData to 7 Oct 2026

A Conditional Companion: Lived Experiences of People with Mental Health Disorders Using LLMs

arXiv 2602.00402 ↗First posted 30 Jan 2026cs.HC cs.AI cs.CYcited by 1

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Abstract (arXiv)

Large Language Models (LLMs) are increasingly used for mental health support, yet little is known about how people with mental health challenges engage with them, how they evaluate their usefulness, and what design opportunities they envision. We conducted 20 semi-structured interviews with people in the UK who live with mental health conditions and have used LLMs for mental health support. Through reflexive thematic analysis, we found that participants engaged with LLMs in conditional and situational ways: for immediacy, the desire for non-judgement, self-paced disclosure, cognitive reframing, and relational engagement. Simultaneously, participants articulated clear boundaries informed by prior therapeutic experience: LLMs were effective for mild-to-moderate distress but inadequate for crises, trauma, and complex social-emotional situations. We contribute empirical insights into the lived use of LLMs for mental health, highlight boundary-setting as central to their safe role, and propose design and governance directions for embedding them responsibly within care ecosystem.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 9 of its 94 references that are in the map. First posted on arXiv 30 Jan 2026.

Builds on

9 of 94 references.

References · 9

  1. 2023A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questionscited by 1,582
  2. 2025Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providerscited by 67
  3. 2023Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Datacited by 66
  4. 2023MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Modelscited by 63
  5. 2019"The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learningcited by 39
  6. 2024The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Supportcited by 23
  7. 2020Unmet Needs and Opportunities for Mobile Translation AIcited by 14
  8. 2025"I've talked to ChatGPT about my issues last night.": Examining Mental Health Conversations with Large Language Models through Reddit Analysiscited by 8
  9. 2025The Phase Model of Misinformation Interventionscited by 1

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Citing papers per year: 2026: 1.

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