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Related papers: D4: a Chinese Dialogue Dataset for Depression-Diag…

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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…

Artificial Intelligence · Computer Science 2024-04-09 Kunyao Lan , Cong Ming , Binwei Yao , Lu Chen , Mengyue Wu

Dialogue systems for mental health care aim to provide appropriate support to individuals experiencing mental distress. While extensive research has been conducted to deliver adequate emotional support, existing studies cannot identify…

Computation and Language · Computer Science 2024-08-13 Seungyeon Seo , Gary Geunbae Lee

The clinical diagnosis of most mental disorders primarily relies on the conversations between psychiatrist and patient. The creation of such diagnostic conversation datasets is promising to boost the AI mental healthcare community. However,…

Computation and Language · Computer Science 2024-12-30 Congchi Yin , Feng Li , Shu Zhang , Zike Wang , Jun Shao , Piji Li , Jianhua Chen , Xun Jiang

The growing need for psychological support due to increasing pressures has exposed the scarcity of relevant datasets, particularly in non-English languages. To address this, we propose a framework that leverages limited real-world data and…

Computation and Language · Computer Science 2025-07-11 Yuanchen Shi , Longyin Zhang , Fang Kong

Dialogue systems are increasingly integrated into mental health support to help clients facilitate exploration, gain insight, take action, and ultimately heal themselves. A practical and user-friendly dialogue system should be…

Computation and Language · Computer Science 2024-03-21 Huachuan Qiu , Anqi Li , Lizhi Ma , Zhenzhong Lan

Depression-diagnosis-oriented chat aims to guide patients in self-expression to collect key symptoms for depression detection. Recent work focuses on combining task-oriented dialogue and chitchat to simulate the interview-based depression…

Human-Computer Interaction · Computer Science 2025-08-21 Yiyang Gu , Yougen Zhou , Qin Chen , Ningning Zhou , Jie Zhou , Aimin Zhou , Liang He

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…

Computation and Language · Computer Science 2025-01-28 Jieming Cao , Chen Huang , Yanan Zhang , Ruibo Deng , Jincheng Zhang , Wenqiang Lei

Existing depression screening predominantly relies on standardized questionnaires (e.g., PHQ-9, BDI), which suffer from high misdiagnosis rates (18-34% in clinical studies) due to their static, symptom-counting nature and susceptibility to…

Neurons and Cognition · Quantitative Biology 2025-04-24 Zhenguang Zhong , Zhixuan Wang

Depression is a pressing global public health issue, yet publicly available Chinese-language resources for depression risk detection remain scarce and largely focus on binary classification. To address this limitation, we release…

Computation and Language · Computer Science 2026-05-12 Jinyuan Xu , Tian Lan , Xintao Yu , Xue He , Hezhi Zhang , Ying Wang , Pierre Magistry , Mathieu Valette , Lei Li

Human language expression is based on the subjective construal of the situation instead of the objective truth conditions, which means that speakers' personalities and emotions after cognitive processing have an important influence on…

Computation and Language · Computer Science 2022-05-31 Yirong Chen , Weiquan Fan , Xiaofen Xing , Jianxin Pang , Minlie Huang , Wenjing Han , Qianfeng Tie , Xiangmin Xu

Conversational diagnosis requires multi-turn history-taking, where an agent asks clarifying questions to refine differential diagnoses under incomplete information. Existing approaches often rely on the parametric knowledge of a model or…

Artificial Intelligence · Computer Science 2026-02-04 Jeongmoon Won , Seungwon Kook , Yohan Jo

Natural language dialogue systems raise great attention recently. As many dialogue models are data-driven, high-quality datasets are essential to these systems. In this paper, we introduce Pchatbot, a large-scale dialogue dataset that…

Computation and Language · Computer Science 2021-06-01 Hongjin Qian , Xiaohe Li , Hanxun Zhong , Yu Guo , Yueyuan Ma , Yutao Zhu , Zhanliang Liu , Zhicheng Dou , Ji-Rong Wen

Medical dialogue systems are promising in assisting in telemedicine to increase access to healthcare services, improve the quality of patient care, and reduce medical costs. To facilitate the research and development of medical dialogue…

We propose a new task of conversational recommendation over multi-type dialogs, where the bots can proactively and naturally lead a conversation from a non-recommendation dialog (e.g., QA) to a recommendation dialog, taking into account…

Computation and Language · Computer Science 2020-05-25 Zeming Liu , Haifeng Wang , Zheng-Yu Niu , Hua Wu , Wanxiang Che , Ting Liu

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

User satisfaction is closely related to enterprises, as it not only directly reflects users' subjective evaluation of service quality or products, but also affects customer loyalty and long-term business revenue. Monitoring and…

Computation and Language · Computer Science 2026-03-05 Jing Bian , Haoxiang Su , Liting Jiang , Di Wu , Ruiyu Fang , Xiaomeng Huang , Yanbing Li , Shuangyong Song , Hao Huang

Dialogue systems for Automatic Differential Diagnosis (ADD) have a wide range of real-life applications. These dialogue systems are promising for providing easy access and reducing medical costs. Building end-to-end ADD dialogue systems…

Computation and Language · Computer Science 2023-08-17 Srija Macherla , Man Luo , Mihir Parmar , Chitta Baral

This study investigates the utility of speech signals for AI-based depression screening across varied interaction scenarios, including psychiatric interviews, chatbot conversations, and text readings. Participants include depressed patients…

Sound · Computer Science 2024-06-13 Yangbin Chen , Chenyang Xu , Chunfeng Liang , Yanbao Tao , Chuan Shi

This paper introduces Doc2Bot, a novel dataset for building machines that help users seek information via conversations. This is of particular interest for companies and organizations that own a large number of manuals or instruction books.…

Computation and Language · Computer Science 2022-11-22 Haomin Fu , Yeqin Zhang , Haiyang Yu , Jian Sun , Fei Huang , Luo Si , Yongbin Li , Cam-Tu Nguyen

Efficient patient-doctor interaction is among the key factors for a successful disease diagnosis. During the conversation, the doctor could query complementary diagnostic information, such as the patient's symptoms, previous surgery, and…

Computation and Language · Computer Science 2024-10-08 Xueshen Li , Xinlong Hou , Nirupama Ravi , Ziyi Huang , Yu Gan
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