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Large language models show potential for scalable mental-health support by simulating Cognitive Behavioral Therapy (CBT) counselors. However, existing methods often rely on static cognitive profiles and omniscient single-agent simulation,…

Computation and Language · Computer Science 2026-04-09 Chang Liu , Changsheng Ma , Yongfeng Tao , Bin Hu , Minqiang Yang

Choosing suitable psychometric scales is an essential and difficult step in psychological consultation, which requires clinicians to integrate patient information, behaviors, and dynamic contextual information. Existing systems mainly use…

Human-Computer Interaction · Computer Science 2026-05-04 Yanzeng Li , Xiaoning Cao , Jialun Zhong , Jianpeng Hu , Jiangshan Tan , Ningning Liu , Feng Xiang , Shasha Han

Conversational artificial intelligence can already independently engage in brief conversations with clients with psychological problems and provide evidence-based psychological interventions. The main objective of this study is to improve…

Human-Computer Interaction · Computer Science 2024-03-21 H. Zhang , Z. Qiao , H. Wang , B. Duan , J. Yin

The recent surge of text-based online counseling applications enables us to collect and analyze interactions between counselors and clients. A dataset of those interactions can be used to learn to automatically classify the client…

Computation and Language · Computer Science 2019-04-02 Sungjoon Park , Donghyun Kim , Alice Oh

Providing Emotional Support (ES) to soothe people in emotional distress is an essential capability in social interactions. Most existing researches on building ES conversation systems only considered single-turn interactions with users,…

Computation and Language · Computer Science 2022-10-11 Yi Cheng , Wenge Liu , Wenjie Li , Jiashuo Wang , Ruihui Zhao , Bang Liu , Xiaodan Liang , Yefeng Zheng

In this paper I describe how miscommunication problems are dealt with in the spoken language system DIALOGOS. The dialogue module of the system exploits dialogic expectations in a twofold way: to model what future user utterance might be…

cmp-lg · Computer Science 2007-05-23 Morena Danieli

Millions of people participate in online peer-to-peer support sessions, yet there has been little prior research on systematic psychology-based evaluations of fine-grained peer-counselor behavior in relation to client satisfaction. This…

Human-Computer Interaction · Computer Science 2022-11-11 Raj Sanjay Shah , Faye Holt , Shirley Anugrah Hayati , Aastha Agarwal , Yi-Chia Wang , Robert E. Kraut , Diyi Yang

The onset of the COVID-19 pandemic has brought the mental health of people under risk. Social counselling has gained remarkable significance in this environment. Unlike general goal-oriented dialogues, a conversation between a patient and a…

Computation and Language · Computer Science 2021-11-15 Ganeshan Malhotra , Abdul Waheed , Aseem Srivastava , Md Shad Akhtar , Tanmoy Chakraborty

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

Spoken dialogue systems promise efficient and natural access to a large variety of information sources and services from any phone. However, current spoken dialogue systems are deficient in their strategies for preventing, identifying and…

Artificial Intelligence · Computer Science 2011-06-10 A. Gorin , I. Langkilde-Geary , M. A. Walker , J. Wright , H. Wright Hastie

Towards human-like dialogue systems, current emotional dialogue approaches jointly model emotion and semantics with a unified neural network. This strategy tends to generate safe responses due to the mutual restriction between emotion and…

Computation and Language · Computer Science 2024-10-02 Yushan Qian , Bo Wang , Shangzhao Ma , Wu Bin , Shuo Zhang , Dongming Zhao , Kun Huang , Yuexian Hou

As we build towards developing interactive systems that can recognize human emotional states and respond to individual needs more intuitively and empathetically in more personalized and context-aware computing time. This is especially…

Human-Computer Interaction · Computer Science 2024-06-25 Rahul Islam , Sang Won Bae

Open-domain dialogue systems have made promising progress in recent years. While the state-of-the-art dialogue agents are built upon large-scale text-based social media data and large pre-trained models, there is no guarantee these agents…

Computation and Language · Computer Science 2023-06-16 Jingsheng Gao , Yixin Lian , Ziyi Zhou , Yuzhuo Fu , Baoyuan Wang

Large language models (LLMs) hold great promise for assisting clinical interviews due to their fluent interactive capabilities and extensive medical knowledge. However, the lack of high-quality interview dialogue data and widely accepted…

Computation and Language · Computer Science 2025-04-15 Jing Chen , Zhihua Wei , Wei Zhang , Yingying Hu , Qiong Zhang

Negotiation is a crucial ability in human communication. Recently, there has been a resurgent research interest in negotiation dialogue systems, whose goal is to create intelligent agents that can assist people in resolving conflicts or…

Computation and Language · Computer Science 2024-02-05 Haolan Zhan , Yufei Wang , Tao Feng , Yuncheng Hua , Suraj Sharma , Zhuang Li , Lizhen Qu , Zhaleh Semnani Azad , Ingrid Zukerman , Gholamreza Haffari

Mental health challenges are on the rise in our modern society, and the imperative to address mental disorders, especially regarding anxiety, depression, and suicidal thoughts, underscores the need for effective interventions. This paper…

Human-Computer Interaction · Computer Science 2024-03-12 Aditi Singh , Abul Ehtesham , Saifuddin Mahmud , Jong-Hoon Kim

Recently introduced dialogue systems have demonstrated high usability. However, they still fall short of reflecting real-world conversation scenarios. Current dialogue systems exhibit an inability to replicate the dynamic, continuous,…

Computation and Language · Computer Science 2024-10-04 Jihyoung Jang , Taeyoung Kim , Hyounghun Kim

This paper proposes using ChatGPT, an innovative technology with various applications, as an assistant for psychotherapy. ChatGPT can serve as a patient information collector, a companion for patients in between therapy sessions, and an…

Human-Computer Interaction · Computer Science 2023-04-21 Mahshid Eshghie , Mojtaba Eshghie

When communicating with elders with cognitive impairment, cognitive stimulation (CS) help to maintain the cognitive health of elders. Data sparsity is the main challenge in building CS-based dialogue systems, particularly in the Chinese…

Computation and Language · Computer Science 2023-05-16 Jiyue Jiang , Sheng Wang , Qintong Li , Lingpeng Kong , Chuan Wu

Mental health issues are worsening in today's competitive society, such as depression and anxiety. Traditional healings like counseling and chatbots fail to engage effectively, they often provide generic responses lacking emotional depth.…

Computation and Language · Computer Science 2025-09-12 Yujia Chen , Changsong Li , Yiming Wang , Tianjie Ju , Qingqing Xiao , Nan Zhang , Zifan Kong , Peng Wang , Binyu Yan
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