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Neural end-to-end goal-oriented dialog systems showed promise to reduce the workload of human agents for customer service, as well as reduce wait time for users. However, their inability to handle new user behavior at deployment has limited…

Computation and Language · Computer Science 2019-07-18 Janarthanan Rajendran , Jatin Ganhotra , Lazaros Polymenakos

Autonomous intelligent agents are playing increasingly important roles in our lives. They contain information about us and start to perform tasks on our behalves. Chatbots are an example of such agents that need to engage in a complex…

Artificial Intelligence · Computer Science 2019-09-19 Abeer Dyoub , Stefania Costantini , Francesca A. Lisi

Evaluating persona-aligned empathy in LLM-based dialogue agents remains challenging. User states are latent, feedback is sparse and difficult to verify in situ, and seemingly supportive turns can still accumulate into trajectories that…

Artificial Intelligence · Computer Science 2026-03-17 Shiya Zhang , Yuhan Zhan , Ruixi Su , Ruihan Sun , Ziyi Song , Zhaohan Chen , Xiaofan Zhang

Despite the continuing efforts to improve the engagingness and consistency of chit-chat dialogue systems, the majority of current work simply focus on mimicking human-like responses, leaving understudied the aspects of modeling…

Computation and Language · Computer Science 2020-04-14 Qian Liu , Yihong Chen , Bei Chen , Jian-Guang Lou , Zixuan Chen , Bin Zhou , Dongmei Zhang

Intent detection is a key part of any Natural Language Understanding (NLU) system of a conversational assistant. Detecting the correct intent is essential yet difficult for email conversations where multiple directives and intents are…

Computation and Language · Computer Science 2022-08-22 Soham Deshmukh , Charles Lee

Emotion Recognition in Conversation (ERC) is a more challenging task than conventional text emotion recognition. It can be regarded as a personalized and interactive emotion recognition task, which is supposed to consider not only the…

Computation and Language · Computer Science 2021-01-01 Jiangnan Li , Zheng Lin , Peng Fu , Qingyi Si , Weiping Wang

Conversational machine reading comprehension (CMRC) aims to assist computers to understand an natural language text and thereafter engage in a multi-turn conversation to answer questions related to the text. Existing methods typically…

Computation and Language · Computer Science 2022-09-26 Xiao Zhang , Heyan Huang , Zewen Chi , Xian-Ling Mao

Autonomous conversational agents, i.e. chatbots, are becoming an increasingly common mechanism for enterprises to provide support to customers and partners. In order to rate chatbots, especially ones powered by Generative AI tools like…

Computation and Language · Computer Science 2023-08-10 Debarag Banerjee , Pooja Singh , Arjun Avadhanam , Saksham Srivastava

This paper proposes an effective emotional text-to-speech (TTS) system with a pre-trained language model (LM)-based emotion prediction method. Unlike conventional systems that require auxiliary inputs such as manually defined emotion…

Enabling empathetic behavior in Arabic dialogue agents is an important aspect of building human-like conversational models. While Arabic Natural Language Processing has seen significant advances in Natural Language Understanding (NLU) with…

Computation and Language · Computer Science 2021-03-09 Tarek Naous , Wissam Antoun , Reem A. Mahmoud , Hazem Hajj

Multimodal sentiment analysis is an important research area that predicts speaker's sentiment tendency through features extracted from textual, visual and acoustic modalities. The central challenge is the fusion method of the multimodal…

Computation and Language · Computer Science 2020-09-29 Zilong Wang , Zhaohong Wan , Xiaojun Wan

Conversational AI chatbots are transforming industries by streamlining customer service, automating transactions, and enhancing user engagement. However, evaluating these systems remains a challenge, particularly in financial services,…

Computers and Society · Computer Science 2025-02-11 Shailja Gupta , Rajesh Ranjan , Surya Narayan Singh

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

Campus climate surveys play a pivotal role in capturing how students, faculty, and staff experience university life, yet traditional methods frequently suffer from low participation and minimal follow-up. We present TigerGPT, a new AI…

Human-Computer Interaction · Computer Science 2025-04-22 Jinwen Tang , Songxi Chen , Yi Shang

This paper describes an experimental evaluation aimed at detecting the users' perception of the robot's empathic abilities during a conversation. The results have been then analyzed to search for a possible relationship between the…

Robotics · Computer Science 2024-05-03 Alberto Lillo , Alessandro Saracco , Elena Siletto , Claudio Mattutino , Cristina Gena

Emotion Recognition in Conversations (ERC) is essential for building empathetic human-machine systems. Existing studies on ERC primarily focus on summarizing the context information in a conversation, however, ignoring the differentiated…

Computation and Language · Computer Science 2020-10-16 Yuzhao Mao , Qi Sun , Guang Liu , Xiaojie Wang , Weiguo Gao , Xuan Li , Jianping Shen

Building a socially intelligent agent involves many challenges, one of which is to teach the agent to speak guided by its value like a human. However, value-driven chatbots are still understudied in the area of dialogue systems. Most…

Computation and Language · Computer Science 2022-07-25 Liang Qiu , Yizhou Zhao , Jinchao Li , Pan Lu , Baolin Peng , Jianfeng Gao , Song-Chun Zhu

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

Empathy is an important characteristic to be considered when building a more intelligent and humanized dialogue agent. However, existing methods did not fully comprehend empathy as a complex process involving three aspects: cognition,…

Computation and Language · Computer Science 2023-02-23 Pan Gao , Donghong Han , Rui Zhou , Xuejiao Zhang , Zikun Wang

In this paper, we investigate the emotion recognition ability of the pre-training language model, namely BERT. By the nature of the framework of BERT, a two-sentence structure, we adapt BERT to continues dialogue emotion prediction tasks,…

Computation and Language · Computer Science 2019-08-20 Yen-Hao Huang , Ssu-Rui Lee , Mau-Yun Ma , Yi-Hsin Chen , Ya-Wen Yu , Yi-Shin Chen
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