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Related papers: Trust Modeling in Counseling Conversations: A Benc…

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Text-to-Audio (TTA) generation has made rapid progress, but current evaluation methods remain narrow, focusing mainly on perceptual quality while overlooking robustness, generalization, and ethical concerns. We present TTA-Bench, a…

Sound · Computer Science 2025-09-03 Hui Wang , Cheng Liu , Junyang Chen , Haoze Liu , Yuhang Jia , Shiwan Zhao , Jiaming Zhou , Haoqin Sun , Hui Bu , Yong Qin

Recently there has been significant progress in the field of dialogue system thanks to the introduction of training paradigms such as fine-tune and prompt learning. Persona can function as the prior knowledge for maintaining the personality…

Information Retrieval · Computer Science 2024-01-24 Yanbing Chen , Lin Li , Xiaohui Tao , Dong Zhou

To develop a reliable AI for psychological assessment, we introduce \texttt{PsychEval}, a multi-session, multi-therapy, and highly realistic benchmark designed to address three key challenges: \textbf{1) Can we train a highly realistic AI…

Artificial Intelligence · Computer Science 2026-01-09 Qianjun Pan , Junyi Wang , Jie Zhou , Yutao Yang , Junsong Li , Kaiyin Xu , Yougen Zhou , Yihan Li , Jingyuan Zhao , Qin Chen , Ningning Zhou , Kai Chen , Liang He

The large-scale deployment of personalized healthcare agents demands memory mechanisms that are exceptionally precise, safe, and capable of long-term clinical tracking. However, existing benchmarks primarily focus on daily open-domain…

Artificial Intelligence · Computer Science 2026-05-13 Yihao Wang , Haoran Xu , Renjie Gu , Yixuan Ye , Xinyi Chen , Xinyu Mu , Yuan Gao , Chunxiao Guo , Peng Wei , Jinjie Gu , Huan Li , Ke Chen , Lidan Shou

Background: Mentalization integrates cognitive, affective, and intersubjective components. Large Language Models (LLMs) display an increasing ability to generate reflective texts, raising questions regarding the relationship between…

Computation and Language · Computer Science 2025-12-11 Stefano Epifani , Giuliano Castigliego , Laura Kecskemeti , Giuliano Razzicchia , Elisabeth Seiwald-Sonderegger

Therapeutic dialogue is not a sequence of isolated responses: client goals, motivation, resistance, and therapeutic alliance evolve over time. Yet current LLM-based mental health dialogue systems often lack explicit mechanisms for tracking…

Empathy requires perspective-taking: empathetic responses require a person to reason about what another has experienced and communicate that understanding in language. However, most NLP approaches to empathy do not explicitly model this…

Computation and Language · Computer Science 2024-05-03 Jiamin Yang , David Jurgens

This paper presents a novel method to quantify Trust in HRI. It proposes an HRI framework for estimating the Robot Trust towards the Human in the context of a narrow and specified task. The framework produces a real-time estimation of an AI…

Robotics · Computer Science 2024-12-02 Giannis Petousakis , Angelo Cangelosi , Rustam Stolkin , Manolis Chiou

The fast growth of digital health systems has led to a need to better comprehend how they interpret and represent patient-reported symptoms. Chatbots have been used in healthcare to provide clinical support and enhance the user experience,…

Machine Learning · Computer Science 2025-12-02 Hamed Razavi

Existing dialogue models may encounter scenarios which are not well-represented in the training data, and as a result generate responses that are unnatural, inappropriate, or unhelpful. We propose the "Ask an Expert" framework in which the…

Computation and Language · Computer Science 2023-05-30 Qiang Zhang , Jason Naradowsky , Yusuke Miyao

Multi-turn conversations are a common and critical mode of language model interaction. However, current open training and evaluation data focus on single-turn settings, failing to capture the additional dimension of these longer…

Computation and Language · Computer Science 2026-03-18 Victoria Graf , Valentina Pyatkin , Nouha Dziri , Nathan Lambert , Hannaneh Hajishirzi

This paper studies a novel stochastic compartmental model that describes the dynamics of trust in society. The population is split into three compartments representing levels of trust in society: trusters, skeptics and doubters. The focus…

Physics and Society · Physics 2024-09-20 Benedikt Valentin Meylahn , Koen De Turck , Michel Mandjes

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…

Computation and Language · Computer Science 2022-03-08 Anqi Li , Jingsong Ma , Lizhi Ma , Pengfei Fang , Hongliang He , Zhenzhong Lan

Emotional intelligence (EI), the ability to perceive, understand, and respond appropriately to others' emotional states, is central to human communication, and increasingly important to assess as LLMs assume conversational roles in everyday…

Artificial Intelligence · Computer Science 2026-05-29 Kate M. Lubrano , Faisal Sayed , Ankita Rathod , Akshansh , Craver Corbyn Thomas-Smith , Mark E. Whiting , Karina Nguyen

Mental health is not a fixed trait but a dynamic process shaped by the interplay between individual dispositions and situational contexts. Building on interactionist and constructionist psychological theories, we develop interpretable…

Computation and Language · Computer Science 2026-03-09 Nikita Soni , August Håkan Nilsson , Syeda Mahwish , Vasudha Varadarajan , H. Andrew Schwartz , Ryan L. Boyd

Linguistic entrainment is a phenomenon where people tend to mimic each other in conversation. The core instrument to quantify entrainment is a linguistic similarity measure between conversational partners. Most of the current similarity…

Computation and Language · Computer Science 2021-09-07 Mingzhi Yu , Diane Litman , Shuang Ma , Jian Wu

As a predictive measure of the treatment outcome in psychotherapy, the working alliance measures the agreement of the patient and the therapist in terms of their bond, task and goal. Long been a clinical quantity estimated by the patients'…

Computation and Language · Computer Science 2022-10-28 Baihan Lin , Guillermo Cecchi , Djallel Bouneffouf

Turn-taking modeling is fundamental to spoken dialogue systems, yet its evaluation remains fragmented and often limited to binary boundary detection under narrow interaction settings. Such protocols hinder systematic comparison and obscure…

Sound · Computer Science 2026-04-02 Huan Shen , Yingao Wang , Shangkun Huang , Wei Zou , Yunzhang Chen

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

Computation and Language · Computer Science 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

College counseling centers in various universities have been tasked with the important responsibility of attending to the mental health needs of their students. Owing to the unprecedented recent surge of demand for such services, college…