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The development of natural language processing algorithms and the explosive growth of conversational data are encouraging researches on the human-computer conversation. Still, getting qualified conversational data on a large scale is…

Computation and Language · Computer Science 2020-02-13 Sihyeon Jo , Seungryong Yoo , Sangwon Im , Seung Hee Yang , Tong Zuo , Hee-Eun Kim , SangWook Han , Seong-Woo Kim

With the development of speech large language models (speech LLMs), users can now interact directly with assistants via speech. However, most existing models only convert response content into speech without fully capturing the rich…

Computation and Language · Computer Science 2025-09-18 Haoyu Wang , Guangyan Zhang , Jiale Chen , Jingyu Li , Yuehai Wang , Yiwen Guo

It may be difficult for some individuals to open up and share their thoughts and feelings in front of a mental health expert. For those who are more at ease with a virtual agent, conversational agents can serve as an intermediate step in…

Computation and Language · Computer Science 2021-11-17 Harsh Sakhrani , Saloni Parekh , Shubham Mahajan

The advent of large language models (LLMs) such as ChatGPT has attracted considerable attention in various domains due to their remarkable performance and versatility. As the use of these models continues to grow, the importance of…

Neural and Evolutionary Computing · Computer Science 2024-01-19 Jill Baumann , Oliver Kramer

Textual conversational agent or chatbots' development gather tremendous traction from both academia and industries in recent years. Nowadays, chatbots are widely used as an agent to communicate with a human in some services such as booking…

Computation and Language · Computer Science 2019-06-25 Endang Wahyu Pamungkas

AI companion chatbots are increasingly used for emotional support, with prior work in the domain predominantly documenting their mixed psychosocial impacts, including both increased emotional expression and heightened loneliness. However,…

Human-Computer Interaction · Computer Science 2026-03-25 Olivia Yan Huang , Monika Stodolska , Sharifa Sultana

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

Computer-mediated communication has become more important than face-to-face communication in many contexts. Tracking emotional dynamics in chat conversations can enhance communication, improve services, and support well-being in various…

Computation and Language · Computer Science 2024-10-23 Ayan Igali , Abdulkhak Abdrakhman , Yerdaut Torekhan , Pakizar Shamoi

In recent research on dialogue systems and corpora, there has been a significant focus on two distinct categories: task-oriented (TOD) and open-domain (chit-chat) dialogues. TOD systems aim to satisfy specific user goals, such as finding a…

Computation and Language · Computer Science 2023-08-29 Wen-Yu Chang , Yun-Nung Chen

Many studies on dialog emotion analysis focus on utterance-level emotion only. These models hence are not optimized for dialog-level emotion detection, i.e. to predict the emotion category of a dialog as a whole. More importantly, these…

Computation and Language · Computer Science 2022-03-24 Yequan Wang , Xuying Meng , Yiyi Liu , Aixin Sun , Yao Wang , Yinhe Zheng , Minlie Huang

Dialogue systems have been used as conversation partners in English learning, but few have studied whether these systems improve learning outcomes. Student passion and perseverance, or grit, has been associated with language learning…

Computation and Language · Computer Science 2024-10-01 Li Siyan , Teresa Shao , Zhou Yu , Julia Hirschberg

AI-driven chatbots such as ChatGPT have caused a tremendous hype lately. For BPM applications, several applications for AI-driven chatbots have been identified to be promising to generate business value, including explanation of process…

Computation and Language · Computer Science 2024-01-19 Nataliia Klievtsova , Janik-Vasily Benzin , Timotheus Kampik , Juergen Mangler , Stefanie Rinderle-Ma

Emotion detection in dialogues is challenging as it often requires the identification of thematic topics underlying a conversation, the relevant commonsense knowledge, and the intricate transition patterns between the affective states. In…

Computation and Language · Computer Science 2021-06-03 Lixing Zhu , Gabriele Pergola , Lin Gui , Deyu Zhou , Yulan He

We study how bots contribute to open-source discussions in the Ethereum ecosystem and whether they influence developers' emotional tone. Our dataset covers 36,875 accounts across ten repositories with 105 validated bots (0.28%). Human…

Software Engineering · Computer Science 2026-03-26 Matteo Vaccargiu , Riccardo Lai , Maria Ilaria Lunesu , Andrea Pinna , Giuseppe Destefanis

Empathy is essential for fostering natural interactions in spoken dialogue systems, as it enables machines to recognize the emotional tone of human speech and deliver empathetic responses. Recent research has made significant progress in…

Computation and Language · Computer Science 2026-04-21 Yun Hong , Yan Zhou , Yang Feng

Building open-domain conversational systems (or chatbots) that produce convincing responses is a recognized challenge. Recent state-of-the-art (SoTA) transformer-based models for the generation of natural language dialogue have demonstrated…

Computation and Language · Computer Science 2022-02-15 Tosin Adewumi , Rickard Brännvall , Nosheen Abid , Maryam Pahlavan , Sana Sabah Sabry , Foteini Liwicki , Marcus Liwicki

Generating appropriate emotions for responses is essential for dialog systems to provide human-like interaction in various application scenarios. Most previous dialog systems tried to achieve this goal by learning empathetic manners from…

Computation and Language · Computer Science 2024-04-12 Zhiyuan Wen , Jiannong Cao , Jiaxing Shen , Ruosong Yang , Shuaiqi Liu , Maosong Sun

Achieving empathy is a crucial step toward humanized dialogue systems. Current approaches for empathetic dialogue generation mainly perceive an emotional label to generate an empathetic response conditioned on it, which simply treat…

Computation and Language · Computer Science 2023-11-28 Fengyi Fu , Lei Zhang , Quan Wang , Zhendong Mao

Building open-domain chatbots is a challenging area for machine learning research. While prior work has shown that scaling neural models in the number of parameters and the size of the data they are trained on gives improved results, we…

Computation and Language · Computer Science 2020-05-01 Stephen Roller , Emily Dinan , Naman Goyal , Da Ju , Mary Williamson , Yinhan Liu , Jing Xu , Myle Ott , Kurt Shuster , Eric M. Smith , Y-Lan Boureau , Jason Weston

Previous works on emotion recognition in conversation (ERC) follow a two-step paradigm, which can be summarized as first producing context-independent features via fine-tuning pretrained language models (PLMs) and then analyzing contextual…

Computation and Language · Computer Science 2023-01-18 Xiangyu Qin , Zhiyu Wu , Jinshi Cui , Tingting Zhang , Yanran Li , Jian Luan , Bin Wang , Li Wang