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Large Language Models (LLMs) are increasingly used for mental health support, yet little is known about how people with mental health challenges engage with them, how they evaluate their usefulness, and what design opportunities they…

Human-Computer Interaction · Computer Science 2026-02-12 Aditya Kumar Purohit , Hendrik Heuer

This paper shows how LLMs (Large Language Models) may be used to estimate a summary of the emotional state associated with piece of text. The summary of emotional state is a dictionary of words used to describe emotion together with the…

Computation and Language · Computer Science 2023-10-18 David Sinclair , Willem Pye

We look into the connection between the musical and lyrical content of metal music by combining automated extraction of high-level audio features and quantitative text analysis on a corpus of 124.288 song lyrics from this genre. Based on…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-14 Isabella Czedik-Eysenberg , Oliver Wieczorek , Christoph Reuter

Cultural items like songs have an important impact in creating and reinforcing stereotypes, biases, and discrimination. But the actual nature of such items is often less transparent. Take songs, for example. Are lyrics biased against women?…

Computation and Language · Computer Science 2022-01-11 Reihane Boghrati , Jonah Berger

The challenge of automatic detection of toxic comments online has been the subject of a lot of research recently, but the focus has been mostly on detecting it in individual messages after they have been posted. Some authors have tried to…

Social and Information Networks · Computer Science 2020-06-20 Éloi Brassard-Gourdeau , Richard Khoury

Major Depressive Disorder (MDD) is a highly prevalent mental health condition, and a deeper understanding of its neurocognitive foundations is essential for identifying how core functions such as emotional and self-referential processing…

Music is frequently used to establish atmosphere and to enhance/alter emotion in dramas and films. During music listening, visual imagery is a common mechanism underlying emotion induction. The present functional magnetic resonance imaging…

Neurons and Cognition · Quantitative Biology 2023-01-27 Chia-Wei Li , Tzu-Han Cheng , Chen-Gia Tsai

Depression, as a typical mental disorder, has become a prevalent issue significantly impacting public health. However, the prevention and treatment of depression still face multiple challenges, including complex diagnostic procedures,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Yu Luo , Nan Huang , Sophie Yu , Hendry Xu , Jerry Wang , Colin Wang , Zhichao Liu , Chen Zeng

Studies of affect labeling, i.e. putting your feelings into words, indicate that it can attenuate positive and negative emotions. Here we track the evolution of individual emotions for tens of thousands of Twitter users by analyzing the…

Social and Information Networks · Computer Science 2018-07-26 Rui Fan , Ali Varamesh , Onur Varol , Alexander Barron , Ingrid van de Leemput , Marten Scheffer , Johan Bollen

Prior work has shown that analyzing the use of first-person singular pronouns can provide insight into individuals' mental status, especially depression symptom severity. These findings were generated by counting frequencies of first-person…

Computation and Language · Computer Science 2023-10-06 Xinyang Ren , Hannah A Burkhardt , Patricia A Areán , Thomas D Hull , Trevor Cohen

Stress and depression are prevalent nowadays across people of all ages due to the quick paces of life. People use social media to express their feelings. Thus, social media constitute a valuable form of information for the early detection…

Computation and Language · Computer Science 2023-11-07 Loukas Ilias , Dimitris Askounis

Limited access to mental healthcare resources hinders timely depression diagnosis, leading to detrimental outcomes. Social media platforms present a valuable data source for early detection, yet this task faces two significant challenges:…

Computation and Language · Computer Science 2025-10-10 Xiaochong Lan , Zhiguang Han , Yiming Cheng , Li Sheng , Jie Feng , Chen Gao , Yong Li

The connection between music and lyrics is far beyond semantic bonds. Conceptual pairs in the two modalities such as rhythm and rhyme, note duration and syllabic stress, and structure correspondence, raise a compelling yet seldom-explored…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-04 Changhong Wang , Michel Olvera , Gaël Richard

Data videos have become a prominent vessel for communicating data to broad audiences, and a common object of study in information visualization. Many of these videos include music, yet the impact of music on how people experience data…

Human-Computer Interaction · Computer Science 2026-01-27 Sarmistha Sarna Gomasta , Mahmood Jasim , Hossein Hadisi , Yvonne Jansen , Pierre Dragicevic , Narges Mahyar , Ali Sarvghad

Depression is a growing concern gaining attention in both public discourse and AI research. While deep neural networks (DNNs) have been used for recognition, they still lack real-world effectiveness. Large language models (LLMs) show strong…

Human-Computer Interaction · Computer Science 2025-08-27 Yupei Li , Shuaijie Shao , Manuel Milling , Björn W. Schuller

Mental health conditions remain underdiagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications for the…

Patients with diabetes are at increased risk of comorbid depression or anxiety, complicating their management. This study evaluated the performance of large language models (LLMs) in detecting these symptoms from secure patient messages. We…

Emotions have been shown to play a role in argument convincingness, yet this aspect is underexplored in the natural language processing (NLP) community. Unlike prior studies that use static analyses, focus on a single text domain or…

Computation and Language · Computer Science 2025-07-22 Yanran Chen , Steffen Eger

Clinical notes, which can be embedded into electronic medical records, document patient care delivery and summarize interactions between healthcare providers and patients. These clinical notes directly inform patient care and can also…

Computation and Language · Computer Science 2022-03-25 Suzanna Schmeelk , Martins Samuel Dogo , Yifan Peng , Braja Gopal Patra

Members of different political groups not only disagree about issues but also dislike and distrust each other. While social media can amplify this emotional divide -- called affective polarization by political scientists -- there is a lack…

Social and Information Networks · Computer Science 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao