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20172026
most citedExpressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers

179 citations · 263 across the 23 of their papers we have counts for

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6 papers · 1 filter

cs.CL2026

Mental Health Disorder Detection Beyond Social Media: A Systematic Review of Available Datasets

Sadiya Sayara Chowdhury Puspo, Ana-Maria Bucur, Stevie Chancellor +2

Detecting mental health disorders in a timely manner is an important societal challenge. NLP and machine learning (ML) methods used to assist with detection rely on data collected…

cs.CL2026★ 5 cited

Characterizing Delusional Spirals through Human-LLM Chat Logs

Jared Moore, Ashish Mehta, William Agnew +11

As large language models (LLMs) have proliferated, disturbing anecdotal reports of negative psychological effects, such as delusions, self-harm, and ``AI psychosis,'' have emerged…

cs.CL2026

Large Language Models for Mental Health: A Multilingual Evaluation

Nishat Raihan, Sadiya Sayara Chowdhury Puspo, Ana-Maria Bucur +2

Large Language Models (LLMs) have remarkable capabilities across NLP tasks. However, their performance in multilingual contexts, especially within the mental health domain, has not…

cs.CL2025★ 179 cited

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers

Jared Moore, Declan Grabb, William Agnew +4

Should a large language model (LLM) be used as a therapist? In this paper, we investigate the use of LLMs to *replace* mental health providers, a use case promoted in the tech star…

cs.CL2024★ 2 cited

Diverse Perspectives, Divergent Models: Cross-Cultural Evaluation of Depression Detection on Twitter

Nuredin Ali, Charles Chuankai Zhang, Ned Mayo +1

Social media data has been used for detecting users with mental disorders, such as depression. Despite the global significance of cross-cultural representation and its potential im…

cs.CL2017

#anorexia, #anarexia, #anarexyia: Characterizing Online Community Practices with Orthographic Variation

Ian Stewart, Stevie Chancellor, Munmun De Choudhury +1

Distinctive linguistic practices help communities build solidarity and differentiate themselves from outsiders. In an online community, one such practice is variation in orthograph…