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

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We present metrics for evaluating dialog systems through a psychologically-grounded "human" lens in which conversational agents express a diversity of both states (e.g., emotion) and traits (e.g., personality), just as people do. We present…

Computation and Language · Computer Science 2023-09-19 Salvatore Giorgi , Shreya Havaldar , Farhan Ahmed , Zuhaib Akhtar , Shalaka Vaidya , Gary Pan , Lyle H. Ungar , H. Andrew Schwartz , Joao Sedoc

Trust evaluation is an important topic in both research and applications in sociable environments. This paper presents a model for trust evaluation between agents by the combination of direct trust, indirect trust through neighbouring links…

Artificial Intelligence · Computer Science 2021-04-20 Qin Liang , Minjie Zhang , Fenghui Ren , Takayuki Ito

The experience and adoption of conversational search is tied to the accuracy and completeness of users' mental models -- their internal frameworks for understanding and predicting system behaviour. Thus, understanding these models can…

Human-Computer Interaction · Computer Science 2025-06-05 Chadha Degachi , Samuel Kernan Freire , Evangelos Niforatos , Gerd Kortuem

Realistic practice and tailored feedback are key processes for training peer counselors with clinical skills. However, existing mechanisms of providing feedback largely rely on human supervision. Peer counselors often lack mechanisms to…

Computation and Language · Computer Science 2024-03-26 Alicja Chaszczewicz , Raj Sanjay Shah , Ryan Louie , Bruce A Arnow , Robert Kraut , Diyi Yang

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…

World models have been widely utilized in robotics, gaming, and auto-driving. However, their applications on natural language tasks are relatively limited. In this paper, we construct the dialogue world model, which could predict the user's…

Computation and Language · Computer Science 2025-09-29 Yue Zhao , Xiaoyu Wang , Dan Wang , Zhonglin Jiang , Qingqing Gu , Teng Chen , Ningyuan Xi , Jinxian Qu , Yong Chen , Luo Ji

Existing dynamic Theory of Mind (ToM) benchmarks mostly place language models in a passive role: the model reads a sequence of connected scenarios and reports what people believe, feel, intend, and do as these states change. In real social…

Artificial Intelligence · Computer Science 2026-01-28 Zhichao Liang , Satoshi Nakamura

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

Computation and Language · Computer Science 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

Trust in clinical artificial intelligence (AI) cannot be reduced to model accuracy, fluency of generation, or overall positive user impression. In medicine, trust must be engineered as a measurable system property grounded in evidence,…

Computation and Language · Computer Science 2026-04-30 Serhii Zabolotnii , Viktoriia Holinko , Olha Antonenko

Creating effective dialogue systems for mental health support requires high-quality multi-turn counseling dialogue data, yet collecting real counselor-client conversations presents significant challenges, including privacy concerns, high…

Computation and Language · Computer Science 2026-05-27 Huachuan Qiu , Zhenzhong Lan

This paper adapts topic models to the psychometric testing of MOOC students based on their online forum postings. Measurement theory from education and psychology provides statistical models for quantifying a person's attainment of…

Machine Learning · Computer Science 2015-11-26 Jiazhen He , Benjamin I. P. Rubinstein , James Bailey , Rui Zhang , Sandra Milligan , Jeffrey Chan

Large Language Models (LLMs) such as ChatGPT, have gained significant attention due to their impressive natural language processing capabilities. It is crucial to prioritize human-centered principles when utilizing these models.…

Computation and Language · Computer Science 2023-06-21 Yue Huang , Qihui Zhang , Philip S. Y , Lichao Sun

Emotion dynamics modeling is a significant task in emotion recognition in conversation. It aims to predict conversational emotions when building empathetic dialogue systems. Existing studies mainly develop models based on Recurrent Neural…

Artificial Intelligence · Computer Science 2021-04-22 Haiqin Yang , Jianping Shen

Today digital sources supply an unprecedented component of human sensorimotor data, the consumption of which is correlated with poorly understood maladies such as Internet Addiction Disorder and Internet Gaming Disorder. This paper offers a…

Neurons and Cognition · Quantitative Biology 2017-10-26 William Softky , Criscillia Benford

In recent years, we have seen deep learning and distributed representations of words and sentences make impact on a number of natural language processing tasks, such as similarity, entailment and sentiment analysis. Here we introduce a new…

Computation and Language · Computer Science 2018-09-05 Lina Rojas-Barahona , Bo-Hsiang Tseng , Yinpei Dai , Clare Mansfield , Osman Ramadan , Stefan Ultes , Michael Crawford , Milica Gasic

With robots becoming increasingly prevalent in various domains, it has become crucial to equip them with tools to achieve greater fluency in interactions with humans. One of the promising areas for further exploration lies in human trust. A…

Robotics · Computer Science 2025-04-08 Haley N. Green , Tariq Iqbal

Emotions that somebody develops based on an argument do not only depend on the argument itself - they are also influenced by a subjective evaluation of the argument's potential impact on the self. For instance, an argument to ban plastic…

Computation and Language · Computer Science 2026-03-05 Lynn Greschner , Sabine Weber , Roman Klinger

Online mental health support communities have grown in recent years for providing accessible mental and emotional health support through volunteer counselors. Despite millions of people participating in chat support on these platforms, the…

Human-Computer Interaction · Computer Science 2023-12-19 Anna Fang , Wenjie Yang , Raj Sanjay Shah , Yash Mathur , Diyi Yang , Haiyi Zhu , Robert Kraut

We study the intricate relationships within healthcare systems, focusing on interactions among doctors, departments, and hospitals. Leveraging an evolutionary graph framework, the proposed model emphasizes both intra-layer and inter-layer…

Social and Information Networks · Computer Science 2025-09-25 Avijit Gayen , Somyajit Chakraborty , Joydeep Chakraborty , Angshuman Jana

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