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As the impact of technology on our lives is increasing, we witness increased use of social media that became an essential tool not only for communication but also for sharing information with community about our thoughts and feelings. This…

Computation and Language · Computer Science 2023-05-10 Ilija Tavchioski , Marko Robnik-Šikonja , Senja Pollak

Mental disorders such as depression and anxiety have been increasing at alarming rates in the worldwide population. Notably, the major depressive disorder has become a common problem among higher education students, aggravated, and maybe…

Computation and Language · Computer Science 2020-03-31 Paulo Mann , Aline Paes , Elton H. Matsushima

Among the various modes of communication in social media, the use of Internet memes has emerged as a powerful means to convey political, psychological, and socio-cultural opinions. Although memes are typically humorous in nature, recent…

Computation and Language · Computer Science 2021-10-04 Shraman Pramanick , Dimitar Dimitrov , Rituparna Mukherjee , Shivam Sharma , Md. Shad Akhtar , Preslav Nakov , Tanmoy Chakraborty

Depression is a common mental health disorder that can cause consequential symptoms with continuously depressed mood that leads to emotional distress. One category of depression is Concealed Depression, where patients intentionally or…

Computer Vision and Pattern Recognition · Computer Science 2023-08-01 Xiaohui Chen , Tie Luo

Meme is an interesting word. Internet memes offer unique insights into the changes in our perception of the world, the media and our own lives. If you surf the Internet for long enough, you will see it somewhere on the Internet. With the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-06 Zhiyuan Liu , Chuanzheng Sun , Yuxin Jiang , Shiqi Jiang , Mei Ming

Early detection of depression from online social media posts holds promise for providing timely mental health interventions. In this work, we present a high-quality, expert-annotated dataset of 1,017 social media posts labeled with…

Computation and Language · Computer Science 2025-07-29 Prajval Bolegave , Pushpak Bhattacharya

Memes are used for spreading ideas through social networks. Although most memes are created for humor, some memes become hateful under the combination of pictures and text. Automatically detecting the hateful memes can help reduce their…

Computer Vision and Pattern Recognition · Computer Science 2020-12-08 Yi Zhou , Zhenhao Chen

The health mention classification (HMC) task is the process of identifying and classifying mentions of health-related concepts in text. This can be useful for identifying and tracking the spread of diseases through social media posts.…

Computation and Language · Computer Science 2022-12-12 Olanrewaju Tahir Aduragba , Jialin Yu , Alexandra I. Cristea

Multimodal deep learning has shown promise in depression detection by integrating text, audio, and video signals. Recent work leverages sentiment analysis to enhance emotional understanding, yet suffers from high computational cost, domain…

Machine Learning · Computer Science 2025-11-05 Ruibo Hou , Shiyu Teng , Jiaqing Liu , Shurong Chai , Yinhao Li , Lanfen Lin , Yen-Wei Chen

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

Computation and Language · Computer Science 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

In today's interconnected society, social media platforms have become an important part of our lives, where individuals virtually express their thoughts, emotions, and moods. These expressions offer valuable insights into their mental…

Machine Learning · Computer Science 2025-01-28 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan

Authors of posts in social media communicate their emotions and what causes them with text and images. While there is work on emotion and stimulus detection for each modality separately, it is yet unknown if the modalities contain…

Computer Vision and Pattern Recognition · Computer Science 2022-05-17 Anna Khlyzova , Carina Silberer , Roman Klinger

Almost 50% depression patients face the risk of going into relapse. The risk increases to 80% after the second episode of depression. Although, depression detection from social media has attained considerable attention, depression relapse…

Humorous memes blend visual and textual cues to convey irony, satire, or social commentary, posing unique challenges for AI systems that must interpret intent rather than surface correlations. Existing multimodal or prompting-based models…

Artificial Intelligence · Computer Science 2026-01-13 Olivia Shanhong Liu , Pai Chet Ng , De Wen Soh , Konstantinos N. Plataniotis

As AI systems become increasingly integrated into daily life, their potential to exacerbate or trigger severe psychological harms remains poorly understood and inadequately tested. This paper presents a proactive methodology for…

Human-Computer Interaction · Computer Science 2025-11-13 Chayapatr Archiwaranguprok , Constanze Albrecht , Pattie Maes , Karrie Karahalios , Pat Pataranutaporn

Depression has been a leading cause of mental-health illnesses across the world. While the loss of lives due to unmanaged depression is a subject of attention, so is the lack of diagnostic tests and subjectivity involved. Using behavioural…

Artificial Intelligence · Computer Science 2020-10-07 Shivani Shimpi , Shyam Thombre , Snehal Reddy , Ritik Sharma , Srijan Singh

Multimodal conversation, a crucial form of human communication, carries rich emotional content, making the exploration of the causes of emotions within it a research endeavor of significant importance. However, existing research on the…

Computation and Language · Computer Science 2025-06-05 Lin Wang , Xiaocui Yang , Shi Feng , Daling Wang , Yifei Zhang , Zhitao Zhang

An increasingly common expression of online hate speech is multimodal in nature and comes in the form of memes. Designing systems to automatically detect hateful content is of paramount importance if we are to mitigate its undesirable…

Image-with-text memes combine text with imagery to achieve comedy, but in today's world, they also play a pivotal role in online communication, influencing politics, marketing, and social norms. A "meme template" is a preexisting layout or…

Computers and Society · Computer Science 2024-08-16 Levente Murgás , Marcell Nagy , Kate Barnes , Roland Molontay

Mental health research through data-driven methods has been hindered by a lack of standard typology and scarcity of adequate data. In this study, we leverage the clinical articulation of depression to build a typology for social media texts…

Computation and Language · Computer Science 2022-10-12 Mohsinul Kabir , Tasnim Ahmed , Md. Bakhtiar Hasan , Md Tahmid Rahman Laskar , Tarun Kumar Joarder , Hasan Mahmud , Kamrul Hasan
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