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Mental health disorders significantly impact people globally, regardless of background, education, or socioeconomic status. However, access to adequate care remains a challenge, particularly for underserved communities with limited…

计算与语言 · 计算机科学 2024-05-22 Hassan Alhuzali , Ashwag Alasmari , Hamad Alsaleh

Social media data has become a vital resource for studying mental health, offering real-time insights into thoughts, emotions, and behaviors that traditional methods often miss. Progress in this area has been facilitated by benchmark…

计算与语言 · 计算机科学 2025-11-27 Saad Mankarious , Ayah Zirikly , Daniel Wiechmann , Elma Kerz , Edward Kempa , Yu Qiao

Research community has witnessed substantial growth in the detection of mental health issues and their associated reasons from analysis of social media. We introduce a new dataset for Causal Analysis of Mental health issues in Social media…

计算与语言 · 计算机科学 2022-11-09 Muskan Garg , Chandni Saxena , Veena Krishnan , Ruchi Joshi , Sriparna Saha , Vijay Mago , Bonnie J Dorr

Depression is a pervasive mental health condition that affects hundreds of millions of individuals worldwide, yet many cases remain undiagnosed due to barriers in traditional clinical access and pervasive stigma. Social media platforms, and…

计算与语言 · 计算机科学 2025-08-06 Eliseo Bao , Anxo Pérez , Javier Parapar

Given the current state of the world, because of existing situations around the world, millions of people suffering from mental illnesses feel isolated and unable to receive help in person. Psychological studies have shown that our state of…

计算与语言 · 计算机科学 2023-04-11 Pratinav Seth , Mihir Agarwal

We present ArabDiscrim, a decade-long lexical resource and corpus of 293K public Arabic Facebook posts (2014--2024) discussing racism and discrimination. Unlike existing Twitter-centric datasets, ArabDiscrim integrates platform-native…

计算与语言 · 计算机科学 2026-05-22 Wajdi Zaghouani , Shimaa Amer Ibrahim , Mabrouka Bessghaier , Houda Bouamor

The detection of toxic language in the Arabic language has emerged as an active area of research in recent years, and reviewing the existing datasets employed for training the developed solutions has become a pressing need. This paper…

计算与语言 · 计算机科学 2024-01-31 Imene Bensalem , Paolo Rosso , Hanane Zitouni

In recent years, cognitive and mental health (CMH) disorders have increasingly become an important challenge for global public health, especially the suicide problem caused by multiple factors such as social competition, economic pressure…

计算机与社会 · 计算机科学 2025-07-17 Shouwen Zheng , Yingzhi Tao , Taiqi Zhou

Anxiety and depression are the most common mental health issues worldwide, affecting a non-negligible part of the population. Accordingly, stakeholders, including governments' health systems, are developing new strategies to promote early…

人工智能 · 计算机科学 2024-12-24 Francisco de Arriba-Pérez , Silvia García-Méndez

The growing importance of culturally-aware natural language processing systems has led to an increasing demand for resources that capture sociopragmatic phenomena across diverse languages. Nevertheless, Arabic-language resources for…

Suicide remains a critical global public health issue. While previous studies have provided valuable insights into detecting suicidal expressions in individual social media posts, limited attention has been paid to the analysis of…

计算与语言 · 计算机科学 2025-10-17 Jun Li , Qun Zhao

With the rise of digital communication, memes have become a significant medium for cultural and political expression that is often used to mislead audiences. Identification of such misleading and persuasive multimodal content has become…

计算与语言 · 计算机科学 2024-10-08 Firoj Alam , Abul Hasnat , Fatema Ahmed , Md Arid Hasan , Maram Hasanain

The increasing prevalence of mental disorders globally highlights the urgent need for effective digital screening methods that can be used in multilingual contexts. Most existing studies, however, focus on English data, overlooking critical…

计算与语言 · 计算机科学 2026-01-27 Ana-Maria Bucur , Marcos Zampieri , Tharindu Ranasinghe , Fabio Crestani

The increasing prevalence of mental health disorders, such as depression, anxiety, and bipolar disorder, calls for immediate need in developing tools for early detection and intervention. Social media platforms, like Reddit, represent a…

机器学习 · 计算机科学 2025-03-12 Qasim Bin Saeed , Ijaz Ahmed

The growing prevalence and complexity of mental health disorders present significant challenges for accurate diagnosis and treatment, particularly in understanding the interplay between co-occurring conditions. Mental health disorders, such…

人工智能 · 计算机科学 2024-12-06 Abdelrahaman A. Hassan , Radwa J. Hanafy , Mohammed E. Fouda

Stress is a nigh-universal human experience, particularly in the online world. While stress can be a motivator, too much stress is associated with many negative health outcomes, making its identification useful across a range of domains.…

计算与语言 · 计算机科学 2019-11-04 Elsbeth Turcan , Kathleen McKeown

According to the World Health Organization (WHO), one in four people will be affected by mental disorders at some point in their lives. However, in many parts of the world, patients do not actively seek professional diagnosis because of…

社会与信息网络 · 计算机科学 2022-04-18 Xiaobo Guo , Yaojia Sun , Soroush Vosoughi

Amid growing global mental health concerns, particularly among vulnerable groups, natural language processing offers a tremendous potential for early detection and intervention of people's mental disorders via analyzing their postings and…

机器学习 · 计算机科学 2023-11-10 Haijian Shao , Ming Zhu , Shengjie Zhai

In recent years, there has been a surge of interest in research on automatic mental health detection (MHD) from social media data leveraging advances in natural language processing and machine learning techniques. While significant progress…

计算与语言 · 计算机科学 2022-12-21 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

People often utilise online media (e.g., Facebook, Reddit) as a platform to express their psychological distress and seek support. State-of-the-art NLP techniques demonstrate strong potential to automatically detect mental health issues…

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