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Related papers: PsyProbe: Proactive and Interpretable Dialogue thr…

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Psychotherapy or counseling is typically conducted through spoken conversation between a therapist and a client. Analyzing the speech characteristics of psychotherapeutic interactions can help understand the factors associated with…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-05 Dehua Tao , Harold Chui , Sarah Luk , Tan Lee

Psychiatric comorbidity is clinically significant yet challenging due to the complexity of multiple co-occurring disorders. To address this, we develop a novel approach integrating synthetic patient electronic medical record (EMR)…

Artificial Intelligence · Computer Science 2026-02-24 Tianxi Wan , Jiaming Luo , Siyuan Chen , Kunyao Lan , Jianhua Chen , Haiyang Geng , Mengyue Wu

Recent advancements in dialogue policy planning have emphasized optimizing system agent policies to achieve predefined goals, focusing on strategy design, trajectory acquisition, and efficient training paradigms. However, these approaches…

Computation and Language · Computer Science 2025-04-21 Tao He , Lizi Liao , Ming Liu , Bing Qin

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-28 Zakaria Aldeneh , Mimansa Jaiswal , Michael Picheny , Melvin McInnis , Emily Mower Provost

Proactive dialogue has emerged as a critical and challenging research problem in advancing large language models (LLMs). Existing works predominantly focus on domain-specific or task-oriented scenarios, which leads to fragmented evaluations…

Computation and Language · Computer Science 2025-08-29 Tianjian Liu , Fanqi Wan , Jiajian Guo , Xiaojun Quan

As awareness of mental health issues grows, online counseling support services are becoming increasingly prevalent worldwide. Detecting whether users express suicidal ideation in text-based counseling services is crucial for identifying and…

Computation and Language · Computer Science 2024-10-01 Huachuan Qiu , Lizhi Ma , Zhenzhong Lan

In conversational search, agents can interact with users by asking clarifying questions to increase their chance to find better results. Many recent works and shared tasks in both NLP and IR communities have focused on identifying the need…

Information Retrieval · Computer Science 2022-01-04 Zhenduo Wang , Qingyao Ai

Recent advances in natural language processing have enabled increasingly accurate estimation of psychological traits from language. However, most existing approaches rely on supervised models trained to predict questionnaire scores,…

Computation and Language · Computer Science 2026-05-07 Maria Luongo , Davide Marocco , Nicola Milano

Conversational interfaces are likely to become more efficient, intuitive and engaging way for human-computer interaction than today's text or touch-based interfaces. Current research efforts concerning conversational interfaces focus…

Human-Computer Interaction · Computer Science 2017-09-18 Svitlana Vakulenko , Ilya Markov , Maarten de Rijke

In-person small-group conversations play a crucial role in everyday life; however, facilitating effective group interaction can be challenging, as the real-time nature demands full attention, offers no opportunity for revision, and requires…

Human-Computer Interaction · Computer Science 2026-05-19 Shaoze Zhou , Diana Nelly Rivera Rodriguez , Pedro Remior , Joaquin Frangi , Lingyao Li , Renkai Ma , Janet G. Johnson , Christine Lisetti , Chen Chen

This article presents the Cogni-CISMeF project, which aims at improving medical information search in the CISMeF system (Catalog and Index of French-language health resources) by including a conversational agent to interact with the user in…

Information Retrieval · Computer Science 2014-02-12 Nathalie Chaignaud , Valérie Delavigne , Maryvonne Holzem , Jean-Philippe Kotowicz , Alain Loisel

This work presents a requirement analysis for collaborative dialogues among medical experts and an inquiry dialogue game based on this analysis for incorporating explainability into multiagent system design. The game allows experts with…

Multiagent Systems · Computer Science 2025-11-04 Qurat-ul-ain Shaheen , Katarzyna Budzynska , Carles Sierra

Learning diagnosis is a critical task that monitors students' cognitive state during educational activities, with the goal of enhancing learning outcomes. With advancements in language models (LMs), many AI-driven educational studies have…

Computers and Society · Computer Science 2026-03-04 Fangzhou Yao , Sheng Chang , Weibo Gao , Qi Liu

A key component of modern conversational systems is the Dialogue State Tracker (or DST), which models a user's goals and needs. Toward building more robust and reliable DSTs, we introduce a prompt-based learning approach to automatically…

Computation and Language · Computer Science 2023-06-08 Xiangjue Dong , Yun He , Ziwei Zhu , James Caverlee

A good empathetic dialogue system should first track and understand a user's emotion and then reply with an appropriate emotion. However, current approaches to this task either focus on improving the understanding of users' emotion or on…

Computation and Language · Computer Science 2022-08-04 Yuhan Liu , Jun Gao , Jiachen Du , Lanjun Zhou , Ruifeng Xu

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

Generating emotionally appropriate responses in conversations with large language models presents a significant challenge due to the complexities of human emotions and cognitive processes, which remain largely underexplored in their…

Computation and Language · Computer Science 2024-10-21 June M. Liu , He Cao , Renliang Sun , Rui Wang , Yu Li , Jiaxing Zhang

Context: User intent modeling is a crucial process in Natural Language Processing that aims to identify the underlying purpose behind a user's request, enabling personalized responses. With a vast array of approaches introduced in the…

Proactive dialogues serve as a practical yet challenging dialogue problem in the era of large language models (LLMs), where the dialogue policy planning is the key to improving the proactivity of LLMs. Most existing studies enable the…

Computation and Language · Computer Science 2024-03-12 Yang Deng , Wenxuan Zhang , Wai Lam , See-Kiong Ng , Tat-Seng Chua

Dialogue systems without consistent responses are not fascinating. In this study, we build a dialogue system that can respond based on a given character setting (persona) to bring consistency. Considering the trend of the rapidly increasing…

Computation and Language · Computer Science 2022-06-14 Tomohito Kasahara , Daisuke Kawahara , Nguyen Tung , Shengzhe Li , Kenta Shinzato , Toshinori Sato
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