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相关论文: Large-scale Analysis of Counseling Conversations: …

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The therapeutic working alliance is a critical predictor of psychotherapy success. Traditionally, working alliance assessment relies on questionnaires completed by both therapists and patients. In this paper, we present COMPASS, a novel…

计算与语言 · 计算机科学 2025-08-12 Baihan Lin , Djallel Bouneffouf , Yulia Landa , Rachel Jespersen , Cheryl Corcoran , Guillermo Cecchi

Understanding the dynamics of counseling conversations is an important task, yet it is a challenging NLP problem regardless of the recent advance of Transformer-based pre-trained language models. This paper proposes a systematic approach to…

计算与语言 · 计算机科学 2024-02-23 Younghun Lee , Dan Goldwasser , Laura Schwab Reese

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…

人机交互 · 计算机科学 2024-03-21 H. Zhang , Z. Qiao , H. Wang , B. Duan , J. Yin

Automated real-time evaluation of counselor-client interaction is important for ensuring quality counseling but the rules are difficult to articulate. Recent advancements in machine learning methods show the possibility of learning such…

计算与语言 · 计算机科学 2022-03-08 Anqi Li , Jingsong Ma , Lizhi Ma , Pengfei Fang , Hongliang He , Zhenzhong Lan

The global mental health crisis is looming with a rapid increase in mental disorders, limited resources, and the social stigma of seeking treatment. As the field of artificial intelligence (AI) has witnessed significant advancements in…

计算与语言 · 计算机科学 2023-11-27 Neo Christopher Chung , George Dyer , Lennart Brocki

Conversational data is essential in psychology because it can help researchers understand individuals cognitive processes, emotions, and behaviors. Utterance labelling is a common strategy for analyzing this type of data. The development of…

计算与语言 · 计算机科学 2022-08-16 Maria Laricheva , Chiyu Zhang , Yan Liu , Guanyu Chen , Terence Tracey , Richard Young , Giuseppe Carenini

With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care to assist in training, supervision, and quality assurance of services. Traditionally, quality…

Growing literature explores toxicity and polarization in discourse, with comparatively less work on characterizing what makes dialogue prosocial and constructive. We explore conversational discourse and investigate a method for…

计算与语言 · 计算机科学 2025-11-04 Margaret Hughes , Brandon Roy , Elinor Poole-Dayan , Deb Roy , Jad Kabbara

Psychotherapy reaches only a small fraction of individuals suffering from mental disorders due to social stigma and the limited availability of therapists. Large language models (LLMs), when equipped with professional psychotherapeutic…

计算与语言 · 计算机科学 2025-09-04 Yougen Zhou , Ningning Zhou , Qin Chen , Jie Zhou , Aimin Zhou , Liang He

In conversation-based psychotherapy, therapists use verbal techniques to help clients express thoughts and feelings, and change behavior. In particular, how well therapists convey empathy is an essential quality index of psychotherapy…

音频与语音处理 · 电气工程与系统科学 2023-05-29 Dehua Tao , Tan Lee , Harold Chui , Sarah Luk

In contemporary society, the issue of psychological health has become increasingly prominent, characterized by the diversification, complexity, and universality of mental disorders. Cognitive Behavioral Therapy (CBT), currently the most…

计算与语言 · 计算机科学 2024-07-26 Hao Shen , Zihan Li , Minqiang Yang , Minghui Ni , Yongfeng Tao , Zhengyang Yu , Weihao Zheng , Chen Xu , Bin Hu

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

Traditional applications of natural language processing (NLP) in healthcare have predominantly focused on patient-centered services, enhancing patient interactions and care delivery, such as through medical dialogue systems. However, the…

计算与语言 · 计算机科学 2024-06-11 Hengguan Huang , Songtao Wang , Hongfu Liu , Hao Wang , Ye Wang

Based on official estimates, 50 million people worldwide are affected by dementia, and this number increases by 10 million new patients every year. Without a cure, clinical prognostication and early intervention represent the most effective…

计算与语言 · 计算机科学 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez

Business communication digitisation has reorganised the process of persuasive discourse, which allows not only greater transparency but also advanced deception. This inquiry synthesises classical rhetoric and communication psychology with…

计算与语言 · 计算机科学 2025-08-14 Sayem Hossen , Monalisa Moon Joti , Md. Golam Rashed

Mental health has attracted substantial attention in recent years and LLM can be an effective technology for alleviating this problem owing to its capability in text understanding and dialogue. However, existing research in this domain…

计算与语言 · 计算机科学 2024-12-09 Jinpeng Hu , Tengteng Dong , Luo Gang , Hui Ma , Peng Zou , Xiao Sun , Dan Guo , Xun Yang , Meng Wang

It is widely accepted that information derived from analyzing speech (the acoustic signal) and language production (words and sentences) serves as a useful window into the health of an individual's cognitive ability. In fact, most…

计算与语言 · 计算机科学 2019-11-06 Rohit Voleti , Julie M. Liss , Visar Berisha

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…

计算与语言 · 计算机科学 2024-03-21 Huachuan Qiu , Anqi Li , Lizhi Ma , Zhenzhong Lan

Recent advances in Big Data has prompted health care practitioners to utilize the data available on social media to discern sentiment and emotions expression. Health Informatics and Clinical Analytics depend heavily on information gathered…

计算与语言 · 计算机科学 2019-02-05 Adil Rajput

Given the increasing demand for mental health assistance, artificial intelligence (AI), particularly large language models (LLMs), may be valuable for integration into automated clinical support systems. In this work, we leverage a decision…

计算与语言 · 计算机科学 2024-05-09 Aylin Gunal , Baihan Lin , Djallel Bouneffouf