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MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models

24 September 2023

Papers citing "MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models"

30 / 30 papers shown

Title
Moving Beyond Medical Exam Questions: A Clinician-Annotated Dataset of Real-World Tasks and Ambiguity in Mental Healthcare Max Lamparth Declan Grabb Amy Franks Scott Gershan Kaitlyn N. Kunstman ... Monika Drummond Roots Manu Sharma Aryan Shrivastava N. Vasan Colleen Waickman 112 2 0 22 Feb 2025
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 396 12,044 0 18 Jul 2023
PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance Qianqian Xie Weiguang Han Xiao Zhang Yanzhao Lai Min Peng Alejandro Lopez-Lira Jimin Huang ALM 74 159 0 08 Jun 2023
An Annotated Dataset for Explainable Interpersonal Risk Factors of Mental Disturbance in Social Media Posts Muskan Garg Amirmohammad Shahbandegan Amrit Chadha Vijay K. Mago 71 14 0 30 May 2023
ChatGPT Perpetuates Gender Bias in Machine Translation and Ignores Non-Gendered Pronouns: Findings across Bengali and Five other Low-Resource Languages Sourojit Ghosh Aylin Caliskan 82 74 0 17 May 2023
Domain-specific Continued Pretraining of Language Models for Capturing Long Context in Mental Health Shaoxiong Ji Tianlin Zhang Kailai Yang Sophia Ananiadou Min Zhang Jörg Tiedemann AI4MH ALM 62 29 0 20 Apr 2023
Towards Interpretable Mental Health Analysis with Large Language Models Kailai Yang Shaoxiong Ji Tianlin Zhang Qianqian Xie Zi-Zhou Kuang Sophia Ananiadou ELM AI4MH LRM 74 61 0 06 Apr 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 144 2,247 0 20 Dec 2022
Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings Sooji Han Rui Mao Min Zhang 44 65 0 15 Sep 2022
CAMS: An Annotated Corpus for Causal Analysis of Mental Health Issues in Social Media Posts Muskan Garg Chandni Saxena V. Krishnan R. Joshi S. Saha Vijay K. Mago Bonnie J. Dorr CML 47 38 0 11 Jul 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 288 2,511 0 15 Jun 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 254 2,279 0 27 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 529 4,077 0 24 May 2022
Psychiatric Scale Guided Risky Post Screening for Early Detection of Depression Zhiling Zhang Siyuan Chen Mengyue Wu Ke Zhu 65 25 0 19 May 2022
Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires Thong Nguyen Andrew Yates Ayah Zirikly Bart Desmet Arman Cohan AI4MH 74 53 0 21 Apr 2022
What Language Model Architecture and Pretraining Objective Work Best for Zero-Shot Generalization? Thomas Wang Adam Roberts Daniel Hesslow Teven Le Scao Hyung Won Chung Iz Beltagy Julien Launay Colin Raffel 113 175 0 12 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 526 3,721 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 886 13,176 0 04 Mar 2022
MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare Shaoxiong Ji Tianlin Zhang Luna Ansari Jie Fu Prayag Tiwari Min Zhang VLM AI4MH 70 230 0 29 Oct 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 123 849 0 22 Jun 2021
Learning to summarize from human feedback Nisan Stiennon Long Ouyang Jeff Wu Daniel M. Ziegler Ryan J. Lowe Chelsea Voss Alec Radford Dario Amodei Paul Christiano ALM 259 2,184 0 02 Sep 2020
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization Byron C. Wallace Sayantani Saha Frank Soboczenski Iain J. Marshall HILM 50 79 0 25 Aug 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 880 42,379 0 28 May 2020
Suicidal Ideation and Mental Disorder Detection with Attentive Relation Networks Shaoxiong Ji Xue Li Zi Huang Min Zhang 47 99 0 16 Apr 2020
Dreaddit: A Reddit Dataset for Stress Analysis in Social Media Elsbeth Turcan Kathleen McKeown 59 113 0 31 Oct 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 264 10,851 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 485 20,317 0 23 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 680 24,541 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Can We Assess Mental Health through Social Media and Smart Devices? Addressing Bias in Methodology and Evaluation Adam Tsakalidis Maria Liakata Theo Damoulas Alexandra I. Cristea 32 19 0 19 Jul 2018