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Dialogue systems are usually categorized into two types, open-domain and task-oriented. The first one focuses on chatting with users and making them engage in the conversations, where selecting a proper topic to fit the dialogue context is…

Computation and Language · Computer Science 2022-04-25 Ssu Chiu , Maolin Li , Yen-Ting Lin , Yun-Nung Chen

In order to build dialogue systems to tackle the ambitious task of holding social conversations, we argue that we need a data driven approach that includes insight into human conversational chit chat, and which incorporates different…

Computation and Language · Computer Science 2017-09-12 Kevin K. Bowden , Shereen Oraby , Amita Misra , Jiaqi Wu , Stephanie Lukin

This study investigates clinicians' perceptions and attitudes toward an assistive artificial intelligence (AI) system that employs a speech-based explainable ML algorithm for detecting depression. The AI system detects depression from…

Human-Computer Interaction · Computer Science 2024-10-25 Kexin Feng , Theodora Chaspari

Building a socially intelligent agent involves many challenges, one of which is to teach the agent to speak guided by its value like a human. However, value-driven chatbots are still understudied in the area of dialogue systems. Most…

Computation and Language · Computer Science 2022-07-25 Liang Qiu , Yizhou Zhao , Jinchao Li , Pan Lu , Baolin Peng , Jianfeng Gao , Song-Chun Zhu

The lack of an available emotion pathology database is one of the key obstacles in studying the emotion expression status of patients with dysarthria. The first Chinese multimodal emotional pathological speech database containing…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-15 Ting Zhu , Shufei Duan , Huizhi Liang , Wei Zhang

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…

Computation and Language · Computer Science 2024-10-10 Kunyao Lan , Bingrui Jin , Zichen Zhu , Siyuan Chen , Shu Zhang , Kenny Q. Zhu , Mengyue Wu

In this paper, we introduce the first evaluation of Chinese human-computer dialogue technology. We detail the evaluation scheme, tasks, metrics and how to collect and annotate the data for training, developing and test. The evaluation…

Computation and Language · Computer Science 2019-12-03 Wei-Nan Zhang , Zhigang Chen , Wanxiang Che , Guoping Hu , Ting Liu

The detection of depression through non-verbal cues has gained significant attention. Previous research predominantly centred on identifying depression within the confines of controlled laboratory environments, often with the supervision of…

Computation and Language · Computer Science 2024-06-18 Palash Moon , Pushpak Bhattacharyya

Psychological support hotlines are an effective suicide prevention measure that typically relies on professionals using suicide risk assessment scales to predict individual risk scores. However, the accuracy of scale-based predictive…

Machine Learning · Computer Science 2024-08-30 Changwei Song , Qing Zhao , Jianqiang Li , Yining Chen , Yongsheng Tong , Guanghui Fu

Recent advances in conversational AI have demonstrated impressive capabilities in single-turn responses, yet multi-turn dialogues remain challenging for even the most sophisticated language models. Current dialogue datasets are limited in…

Computation and Language · Computer Science 2025-05-27 Alkis Koudounas , Moreno La Quatra , Elena Baralis

In recent years, emotion recognition plays a critical role in applications such as human-computer interaction, mental health monitoring, and sentiment analysis. While datasets for emotion analysis in languages such as English have…

With the rapid development of large language models, researchers have created increasingly advanced spoken dialogue systems that can naturally converse with humans. However, these systems still struggle to handle the full complexity of…

Computation and Language · Computer Science 2025-01-03 Xize Cheng , Dongjie Fu , Xiaoda Yang , Minghui Fang , Ruofan Hu , Jingyu Lu , Bai Jionghao , Zehan Wang , Shengpeng Ji , Rongjie Huang , Linjun Li , Yu Chen , Tao Jin , Zhou Zhao

The increasing demand for mental health services has led to the rise of AI-driven mental health chatbots, though challenges related to privacy, data collection, and expertise persist. Motivational Interviewing (MI) is gaining attention as a…

Computation and Language · Computer Science 2025-07-01 Hyunjong Kim , Suyeon Lee , Yeongjae Cho , Eunseo Ryu , Yohan Jo , Suran Seong , Sungzoon Cho

Benefiting from diverse instruction datasets, contemporary Large Language Models (LLMs) perform effectively as AI assistants in collaborating with humans. However, LLMs still struggle to generate natural and colloquial responses in…

Computation and Language · Computer Science 2024-10-16 Renliang Sun , Mengyuan Liu , Shiping Yang , Rui Wang , Junqing He , Jiaxing Zhang

In the current environment, psychological issues are prevalent and widespread, with social media serving as a key outlet for individuals to share their feelings. This results in the generation of vast quantities of data daily, where…

Computation and Language · Computer Science 2024-06-13 Wei Zhai , Hongzhi Qi , Qing Zhao , Jianqiang Li , Ziqi Wang , Han Wang , Bing Xiang Yang , Guanghui Fu

Depression is a common and serious mood disorder that negatively affects the patient's capacity of functioning normally in daily tasks. Speech is proven to be a vigorous tool in depression diagnosis. Research in psychiatry concentrated on…

Sound · Computer Science 2020-11-05 Muhammad Muzammel , Hanan Salam , Yann Hoffmann , Mohamed Chetouani , Alice Othmani

Mental health is a critical global public health issue, and psychological support hotlines play a pivotal role in providing mental health assistance and identifying suicide risks at an early stage. However, the emotional expressions…

Computation and Language · Computer Science 2025-01-16 Han Wang , Jianqiang Li , Qing Zhao , Zhonglong Chen , Changwei Song , Jing Tang , Yuning Huang , Wei Zhai , Yongsheng Tong , Guanghui Fu

Medical dialogue systems have attracted growing research attention as they have the potential to provide rapid diagnoses, treatment plans, and health consultations. In medical dialogues, a proper diagnosis is crucial as it establishes the…

Computation and Language · Computer Science 2024-01-15 Kaishuai Xu , Wenjun Hou , Yi Cheng , Jian Wang , Wenjie Li

The advancements of neural dialogue generation models show promising results on modeling short-text conversations. However, training such models usually needs a large-scale high-quality dialogue corpus, which is hard to access. In this…

Computation and Language · Computer Science 2022-04-27 Yida Wang , Pei Ke , Yinhe Zheng , Kaili Huang , Yong Jiang , Xiaoyan Zhu , Minlie Huang

Despite extensive research on textual and visual disambiguation, disambiguation through speech (DTS) remains underexplored. This is largely due to the lack of high-quality datasets that pair spoken sentences with richly ambiguous text. To…

Computation and Language · Computer Science 2025-06-10 Haotian Guo , Jing Han , Yongfeng Tu , Shihao Gao , Shengfan Shen , Wulong Xiang , Weihao Gan , Zixing Zhang
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