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MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare
7 references·9 citing·48 second hop
MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare (2022)MentalBERT: Publicly Available Pretrained…Suicidal Ideation Detection: A Review of Machine Learning Methods and Applications (2020)Suicidal Ideation Detection: …HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)HISTORIAE, History of Socio-C…Detection of Depression-Related Posts in Reddit Social Media Forum (2019)Detection of Depression-Relat…Natural language processing in mental health applications using non-clinical texts (2017)Natural language processing i…Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media (2016)Discovering Shifts to Suicida…A Test Collection for Research on Depression and Language Use (2016)A Test Collection for Researc…CLPsych 2015 Shared Task: Depression and PTSD on Twitter (2015)CLPsych 2015 Shared Task: Dep…Therapy as an NLP Task: Comparing LLMs and Human Peers Behaviors in CBT Sessions (2026)Therapy as an NLP Task: Compa…A conversational agent framework for mental health screening: design, implementation, and usability (2024)A conversational agent framew…Towards Interpretable Mental Health Analysis with Large Language Models (2023)Towards Interpretable Mental …Toward explainable AI (XAI) for mental health detection based on language behavior (2023)Toward explainable AI (XAI) f…Finding the Best Match — a Case Study on the (Text-)Feature and Model Choice in Digital Mental Health Interventions (2023)Finding the Best Match — a Ca…Calibration of Transformer-Based Models for Identifying Stress and Depression in Social Media (2023)Calibration of Transformer-Ba…Gendered Mental Health Stigma in Masked Language Models (2022)Gendered Mental Health Stigma…A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony (2022)A Shoulder to Cry on: Towards…A mental state Knowledge–aware and Contrastive Network for early stress and depression detection on social media (2022)A mental state Knowledge–awar…Language use of depressed and depression-vulnerable college students (2004)Quantifying Mental Health Signals in Twitter (2014)Researching Mental Health Disorders in the Era of Social Media: Systematic Review (2017)Utilizing Neural Networks and Linguistic Metadata for Early Detection of Depression Indications in Text Sequences (2018)Predicting Depression via Social Media (2021)Mental-LLM (2024)Assessment of suicidal intention: The Scale for Suicide Ideation. 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(2004)The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods (2009)Expert, Crowdsourced, and Machine Assessment of Suicide Risk via Online Postings (2018)Identifying Suicide Ideation and Suicidal Attempts in a Psychiatric Clinical Research Database using Natural Language Processing (2018)Natural Language Processing Reveals Vulnerable Mental Health Support Groups and Heightened Health Anxiety on Reddit During COVID-19: Observational Study (2020)Linguistic Inquiry and Word Count (LIWC) (2012)Depression Is the Leading Cause of Disability Around the World (2017)AI in mental health (2020)A hybrid model for depression detection using deep learning (2022)Cross-national prevalence and risk factors for suicidal ideation, plans and attempts (2008)Bullying, Cyberbullying, and Suicide (2010)The psychology of suicidal behaviour (2014)Suicidal ideation and mental disorder detection with attentive relation networks (2021)Ensemble Hybrid Learning Methods for Automated Depression Detection (2022)A client–server based recognition system: Non-contact single/multiple emotional and behavioral state assessment methods (2024)Depression Detection via Harvesting Social Media: A Multimodal Dictionary Learning Solution (2017)Depression detection in social media posts using transformer-based models and auxiliary features (2024)The Applications of Large Language Models in Mental Health: Scoping Review (2025)An Introduction to the Five‐Factor Model and Its Applications (1992)Artificial intelligence in forensic mental health: A review of applications and implications (2025)Artificial Intelligence in Psychiatry: A Review of Biological and Behavioral Data Analyses (2025)The AI Integration Matrix: a Framework for Responsible Artificial Intelligence in Mental Health (2026)IEMOCAP: interactive emotional dyadic motion capture database (2008)Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics (2023)Evaluating Risk Progression in Mental Health Chatbots Using Escalating Prompts (2023)Recognizing the Role of ChatGPT in Decision-Making and Recognition of Mental Health Disorders among Entrepreneurs (2024)The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals with Depression: A Critical Analysis (Preprint) (2024)LEGAL-BERT: The Muppets straight out of Law School (2020)On the Opportunities and Risks of Foundation Models (2021)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)
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References

  • 2019HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case16,511 cited
  • 2016Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media683 cited
  • 2019Detection of Depression-Related Posts in Reddit Social Media Forum466 cited
  • 2017Natural language processing in mental health applications using non-clinical texts363 cited
  • 2015CLPsych 2015 Shared Task: Depression and PTSD on Twitter329 cited
  • 2020Suicidal Ideation Detection: A Review of Machine Learning Methods and Applications264 cited
  • 2016A Test Collection for Research on Depression and Language Use240 cited

Cited by

  • 2023Towards Interpretable Mental Health Analysis with Large Language Models155 cited
  • 2023Toward explainable AI (XAI) for mental health detection based on language behavior106 cited
  • 2023Calibration of Transformer-Based Models for Identifying Stress and Depression in Social Media97 cited
  • 2022A mental state Knowledge–aware and Contrastive Network for early stress and depression detection on social media94 cited
  • 2022Gendered Mental Health Stigma in Masked Language Models33 cited
  • 2022A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony26 cited
  • 2023Finding the Best Match — a Case Study on the (Text-)Feature and Model Choice in Digital Mental Health Interventions

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18 cited
  • 2024A conversational agent framework for mental health screening: design, implementation, and usability11 cited
  • 2026Therapy as an NLP Task: Comparing LLMs and Human Peers Behaviors in CBT Sessions6 cited