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Emotional support is a crucial ability for many conversation scenarios, including social interactions, mental health support, and customer service chats. Following reasonable procedures and using various support skills can help to…

计算与语言 · 计算机科学 2021-06-03 Siyang Liu , Chujie Zheng , Orianna Demasi , Sahand Sabour , Yu Li , Zhou Yu , Yong Jiang , Minlie Huang

Emotional Support Conversation aims at reducing the seeker's emotional distress through supportive response. Existing approaches have two limitations: (1) They ignore the emotion causes of the distress, which is important for fine-grained…

计算与语言 · 计算机科学 2024-02-01 Wei Chen , Hengxu Lin , Qun Zhang , Xiaojin Zhang , Xiang Bai , Xuanjing Huang , Zhongyu Wei

In a depression-diagnosis-directed clinical session, doctors initiate a conversation with ample emotional support that guides the patients to expose their symptoms based on clinical diagnosis criteria. Such a dialogue system is…

计算与语言 · 计算机科学 2022-10-25 Binwei Yao , Chao Shi , Likai Zou , Lingfeng Dai , Mengyue Wu , Lu Chen , Zhen Wang , Kai Yu

Automatic depression detection provides cues for early clinical intervention by clinicians. Clinical interviews for depression detection involve dialogues centered around multiple themes. Existing studies primarily design end-to-end neural…

计算与语言 · 计算机科学 2025-08-12 Xianbing Zhao , Yiqing Lyu , Di Wang , Buzhou Tang

Emotional Support Conversation (ESC) systems are pivotal in providing empathetic interactions, aiding users through negative emotional states by understanding and addressing their unique experiences. In this paper, we tackle two key…

计算与语言 · 计算机科学 2024-04-04 Zhe Xu , Daoyuan Chen , Jiayi Kuang , Zihao Yi , Yaliang Li , Ying Shen

Mental distress like depression and anxiety contribute to the largest proportion of the global burden of diseases. Automated diagnosis systems of such disorders, empowered by recent innovations in Artificial Intelligence, can pave the way…

音频与语音处理 · 电气工程与系统科学 2023-06-23 Mashrura Tasnim , Malikeh Ehghaghi , Brian Diep , Jekaterina Novikova

Stigma has emerged as one of the major obstacles to effectively diagnosing depression, as it prevents users from open conversations about their struggles. This requires advanced questioning skills to carefully probe the presence of specific…

计算与语言 · 计算机科学 2025-01-28 Jieming Cao , Chen Huang , Yanan Zhang , Ruibo Deng , Jincheng Zhang , Wenqiang Lei

With the advancement of chatbots and the growing demand for automatic depression detection, identifying depression in patient conversations has gained more attention. However, prior methods often assess depression in a binary way or only a…

计算与语言 · 计算机科学 2024-10-30 Chaebin Lee , Seungyeon Seo , Heejin Do , Gary Geunbae Lee

Depression is a serious mental illness that impacts the way people communicate, especially through their emotions, and, allegedly, the way they interact with others. This work examines depression signals in dialogs, a less studied setting…

计算与语言 · 计算机科学 2022-08-23 Chuyuan Li , Chloé Braud , Maxime Amblard

Emotional Support Conversation (ESC) aims to provide empathetic and effective emotional assistance through dialogue, addressing the growing demand for mental health support. This paper presents our solution for the NLPCC 2025 Task 8 ESC…

人工智能 · 计算机科学 2025-12-12 Shiquan Wang , Ruiyu Fang , Zhongjiang He , Shuangyong Song , Yongxiang Li

Mental health issues, particularly depressive disorders, present significant challenges in contemporary society, necessitating the development of effective automated diagnostic methods. This paper introduces the Agent Mental Clinic (AMC), a…

计算与语言 · 计算机科学 2024-10-10 Kunyao Lan , Bingrui Jin , Zichen Zhu , Siyuan Chen , Shu Zhang , Kenny Q. Zhu , Mengyue Wu

Chatbots can serve as a viable tool for preliminary depression diagnosis via interactive conversations with potential patients. Nevertheless, the blend of task-oriented and chit-chat in diagnosis-related dialogues necessitates professional…

人工智能 · 计算机科学 2024-04-09 Kunyao Lan , Cong Ming , Binwei Yao , Lu Chen , Mengyue Wu

This paper proposes a new depression detection system based on LLMs that is both interpretable and interactive. It not only provides a diagnosis, but also diagnostic evidence and personalized recommendations based on natural language…

计算与语言 · 计算机科学 2023-05-10 Wei Qin , Zetong Chen , Lei Wang , Yunshi Lan , Weijieying Ren , Richang Hong

The increasing demand for mental health services has outpaced the availability of real training data to develop clinical professionals, leading to limited support for the diagnosis of depression. This shortage has motivated the development…

计算与语言 · 计算机科学 2025-08-07 Xi Wang , Anxo Perez , Javier Parapar , Fabio Crestani

Conversations contain a wide spectrum of multimodal information that gives us hints about the emotions and moods of the speaker. In this paper, we developed a system that supports humans to analyze conversations. Our main contribution is…

人机交互 · 计算机科学 2020-01-29 Joshua Y. Kim , Greyson Y. Kim , Kalina Yacef

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…

人机交互 · 计算机科学 2025-08-27 Yupei Li , Shuaijie Shao , Manuel Milling , Björn W. Schuller

We first propose a new task named Dialogue Description (Dial2Desc). Unlike other existing dialogue summarization tasks such as meeting summarization, we do not maintain the natural flow of a conversation but describe an object or an action…

计算与语言 · 计算机科学 2018-11-02 Haojie Pan , Junpei Zhou , Zhou Zhao , Yan Liu , Deng Cai , Min Yang

Depression is one of the most common and a major concern for society. Proper monitoring using devices that can aid in its detection could be helpful to prevent it all together. The Distress Analysis Interview Corpus (DAIC) is used to build…

计算与语言 · 计算机科学 2018-07-11 Ashwath Kumar Salimath , Robin K Thomas , Sethuram Ramalinga Reddy , Yuhao Qiao

The integration of conversational artificial intelligence (AI) into mental health care promises a new horizon for therapist-client interactions, aiming to closely emulate the depth and nuance of human conversations. Despite the potential,…

多媒体 · 计算机科学 2024-10-22 Yuqi Chu , Lizi Liao , Zhiyuan Zhou , Chong-Wah Ngo , Richang Hong

Social network plays an important role in propagating people's viewpoints, emotions, thoughts, and fears. Notably, following lockdown periods during the COVID-19 pandemic, the issue of depression has garnered increasing attention, with a…

计算与语言 · 计算机科学 2023-06-28 Yan Shi , Yao Tian , Chengwei Tong , Chunyan Zhu , Qianqian Li , Mengzhu Zhang , Wei Zhao , Yong Liao , Pengyuan Zhou
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