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Towards Interpretable Mental Health Analysis with Large Language Models
12 references·4 citing·43 second hop
Towards Interpretable Mental Health Analysis with Large Language Models (2023)Towards Interpretable Mental Health Analy…Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics (2023)Aion Framework: Dimensional E…Natural language processing applied to mental illness detection: a narrative review (2022)Natural language processing a…MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare (2022)MentalBERT: Publicly Availabl…DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition (2021)DialogXL: All-in-One XLNet fo…SenseMood: Depression Detection on Social Media (2020)SenseMood: Depression Detecti…Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization (2020)Generating (Factual?) Narrati…Multimodal Fusion of BERT-CNN and Gated CNN Representations for Depression Detection (2019)Multimodal Fusion of BERT-CNN…MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)MELD: A Multimodal Multi-Part…HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)HISTORIAE, History of Socio-C…Ethical Research Protocols for Social Media Health Research (2017)Ethical Research Protocols fo…CLPsych 2015 Shared Task: Depression and PTSD on Twitter (2015)CLPsych 2015 Shared Task: Dep…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals with Depression: A Critical Analysis (Preprint) (2024)The Role of Humanization and …Socially Aware Synthetic Data Generation for Suicidal Ideation Detection Using Large Language Models (2024)Socially Aware Synthetic Data…Recognizing the Role of ChatGPT in Decision-Making and Recognition of Mental Health Disorders among Entrepreneurs (2024)Recognizing the Role of ChatG…Evaluating Risk Progression in Mental Health Chatbots Using Escalating Prompts (2023)Evaluating Risk Progression i…Coefficient Alpha and the Internal Structure of Tests (1951)The Hidden Dimension (1973)Affective Computing (1997)Speech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)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)Twitter mood predicts the stock market (2011)Experimental evidence of massive-scale emotional contagion through social networks (2014)Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media (2016)Depression and Self-Harm Risk Assessment in Online Forums (2017)Expert, Crowdsourced, and Machine Assessment of Suicide Risk via Online Postings (2018)Measuring emotion: The self-assessment manikin and the semantic differential (1994)A review of affective computing: From unimodal analysis to multimodal fusion (2017)DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation (2019)COSMIC: COmmonSense knowledge for eMotion Identification in Conversations (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)The PHQ-8 as a measure of current depression in the general population (2008)Instagram photos reveal predictive markers of depression (2017)Detecting Depression with Audio/Text Sequence Modeling of Interviews (2018)Deep learning techniques for suicide and depression detection from online social media: A scoping review (2022)Depression Detection From Social Networks Data Based on Machine Learning and Deep Learning Techniques: An Interrogative Survey (2023)Mental Health Analysis in Social Media Posts: A Survey (2023)Detection of Depression-Related Posts in Reddit Social Media Forum (2019)A mental state Knowledge–aware and Contrastive Network for early stress and depression detection on social media (2022)Calibration of Transformer-Based Models for Identifying Stress and Depression in Social Media (2023)Toward explainable AI (XAI) for mental health detection based on language behavior (2023)The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods (2009)Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement (2015)Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic (2021)Depression Detection from Social Media Text Analysis using Natural Language Processing Techniques and Hybrid Deep Learning Model (2022)Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches (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)COGMEN: COntextualized GNN based Multimodal Emotion recognitioN (2022)Contrast and Generation Make BART a Good Dialogue Emotion Recognizer (2022)M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation (2022)ChatGPT and a new academic reality: Artificial Intelligence‐written research papers and the ethics of the large language models in scholarly publishing (2023)Chatting and cheating: Ensuring academic integrity in the era of ChatGPT (2023)
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References

  • 2019HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case16,511 cited
  • 2023Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics13,695 cited
  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
  • 2019MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations1,413 cited
  • 2022Natural language processing applied to mental illness detection: a narrative review474 cited
  • 2015CLPsych 2015 Shared Task: Depression and PTSD on Twitter329 cited
  • 2021DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition239 cited
  • 2022MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare231 cited
  • 2017Ethical Research Protocols for Social Media Health Research219 cited
  • 2020SenseMood: Depression Detection on Social Media168 cited
  • 2019Multimodal Fusion of BERT-CNN and Gated CNN Representations for Depression Detection150 cited
  • 2020Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization44 cited

Cited by

  • 2024Socially Aware Synthetic Data Generation for Suicidal Ideation Detection Using Large Language Models65 cited
  • 2023Evaluating Risk Progression in Mental Health Chatbots Using Escalating Prompts

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12 cited
  • 2024Recognizing the Role of ChatGPT in Decision-Making and Recognition of Mental Health Disorders among Entrepreneurs5 cited
  • 2024The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals with Depression: A Critical Analysis (Preprint)3 cited