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The escalating demand for personalized AI chatbot interactions, capable of dynamically adapting to user emotional states and real-time requests, has highlighted critical limitations in current development paradigms. Existing methodologies,…

Human-Computer Interaction · Computer Science 2025-10-21 Pooja Rangarajan , Jacob Boyle

Depression is a serious mental illness that impacts the way people communicate, especially through their emotions, and, allegedly, the way they interact with others. This work examines depression signals in dialogs, a less studied setting…

Computation and Language · Computer Science 2022-08-23 Chuyuan Li , Chloé Braud , Maxime Amblard

The research community has traditionally shown a keen interest in emotion modeling, with a notable emphasis on the detection aspect. In contrast, the exploration of emotion generation has received less attention.This study delves into an…

Human-Computer Interaction · Computer Science 2024-11-06 Taseen Mubassira , Mehedi Hasan , A. B. M. Alim Al Iislam

Existing emotion-aware conversational models usually focus on controlling the response contents to align with a specific emotion class, whereas empathy is the ability to understand and concern the feelings and experience of others. Hence,…

Computation and Language · Computer Science 2021-05-26 Yanran Li , Ke Li , Hongke Ning , xiaoqiang Xia , Yalong Guo , Chen Wei , Jianwei Cui , Bin Wang

With the advent of off-the-shelf intelligent home products and broader internet adoption, researchers increasingly explore smart computing applications that provide easier access to health and wellness resources. AI-based systems like…

Human-Computer Interaction · Computer Science 2021-07-29 Lu Wang , Munif Ishad Mujib , Jake Williams , George Demiris , Jina Huh-Yoo

In collaboration with Postpartum Support International (PSI), a non-profit organization dedicated to supporting caregivers with postpartum mood and anxiety disorders, we developed three chatbots to provide context-specific empathetic…

Computation and Language · Computer Science 2023-08-16 Xuewen Yao , Miriam Mikhelson , S. Craig Watkins , Eunsol Choi , Edison Thomaz , Kaya de Barbaro

Automatic depression detection provides cues for early clinical intervention by clinicians. Clinical interviews for depression detection involve dialogues centered around multiple themes. Existing studies primarily design end-to-end neural…

Computation and Language · Computer Science 2025-08-12 Xianbing Zhao , Yiqing Lyu , Di Wang , Buzhou Tang

This paper presents a chatbot-based system to engage young Spanish people in the awareness of certain mental disorders through a self-disclosure technique. The study was carried out in a population of teenagers aged between 12 and 18 years.…

Human-Computer Interaction · Computer Science 2025-05-12 Alba María Mármol-Romero , Manuel García-Vega , Miguel Ángel García-Cumbreras , Arturo Montejo-Ráez

Most prior work in dialogue modeling has been on written conversations mostly because of existing data sets. However, written dialogues are not sufficient to fully capture the nature of spoken conversations as well as the potential speech…

Computation and Language · Computer Science 2021-09-29 Seokhwan Kim , Yang Liu , Di Jin , Alexandros Papangelis , Karthik Gopalakrishnan , Behnam Hedayatnia , Dilek Hakkani-Tur

A recent trend in the domain of open-domain conversational agents is enabling them to converse empathetically to emotional prompts. Current approaches either follow an end-to-end approach or condition the responses on similar emotion labels…

Computation and Language · Computer Science 2023-05-18 Anuradha Welivita , Pearl Pu

Accurate prediction of conversation topics can be a valuable signal for creating coherent and engaging dialog systems. In this work, we focus on context-aware topic classification methods for identifying topics in free-form human-chatbot…

Computation and Language · Computer Science 2018-10-22 Chandra Khatri , Rahul Goel , Behnam Hedayatnia , Angeliki Metanillou , Anushree Venkatesh , Raefer Gabriel , Arindam Mandal

Each day, individuals set behavioral goals such as eating healthier, exercising regularly, or increasing productivity. While psychological frameworks (i.e., goal setting and implementation intentions) can be helpful, they often need…

Human-Computer Interaction · Computer Science 2026-02-10 Michel Schimpf , Sebastian Maier , Anton Wyrowski , Lara Christoforakos , Stefan Feuerriegel , Thomas Bohné

This paper presents ChatCounselor, a large language model (LLM) solution designed to provide mental health support. Unlike generic chatbots, ChatCounselor is distinguished by its foundation in real conversations between consulting clients…

Computation and Language · Computer Science 2023-09-28 June M. Liu , Donghao Li , He Cao , Tianhe Ren , Zeyi Liao , Jiamin Wu

Fully data driven Chatbots for non-goal oriented dialogues are known to suffer from inconsistent behaviour across their turns, stemming from a general difficulty in controlling parameters like their assumed background personality and…

Computation and Language · Computer Science 2020-03-31 Fabian Galetzka , Chukwuemeka U. Eneh , David Schlangen

Most existing dialogue corpora and models have been designed to fit into 2 predominant categories : task-oriented dialogues portray functional goals, such as making a restaurant reservation or booking a plane ticket, while…

Computation and Language · Computer Science 2023-11-27 Armand Stricker , Patrick Paroubek

Conversational agents have made significant progress since ELIZA, expanding their role across various domains, including healthcare, education, and customer service. As these agents become increasingly integrated into daily human…

Human-Computer Interaction · Computer Science 2025-07-04 Paulo Ricardo Knob , Leonardo Scholler , Juliano Rigatti , Soraia Raupp Musse

Chatbots are software typically embedded in Web and Mobile applications designed to assist the user in a plethora of activities, from chit-chatting to task completion. They enable diverse forms of interactions, like text and voice commands.…

Software Engineering · Computer Science 2025-03-10 Rocco Gianni Rapisarda , Davide Ginelli , Diego Clerissi , Leonardo Mariani

Emotion recognition in conversations (ERC) is a crucial task for building human-like conversational agents. While substantial efforts have been devoted to ERC for chit-chat dialogues, the task-oriented counterpart is largely left…

Many people suffer from mental health problems but not everyone seeks professional help or has access to mental health care. AI chatbots have increasingly become a go-to for individuals who either have mental disorders or simply want…

Other Quantitative Biology · Quantitative Biology 2025-11-03 Aditya Naik , Jovi Thomas , Teja Sree Mandava , Himavanth Reddy Vemula

We describe a system for building task-oriented dialogue systems combining the in-context learning abilities of large language models (LLMs) with the deterministic execution of business logic. LLMs are used to translate between the surface…

Computation and Language · Computer Science 2024-02-20 Tom Bocklisch , Thomas Werkmeister , Daksh Varshneya , Alan Nichol