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A major bottleneck for building statistical spoken dialogue systems for new domains and applications is the need for large amounts of training data. To address this problem, we adopt the multi-dimensional approach to dialogue management and…

Computation and Language · Computer Science 2022-04-15 Simon Keizer , Norbert Braunschweiler , Svetlana Stoyanchev , Rama Doddipatla

Proposal of large-scale datasets has facilitated research on deep neural models for news summarization. Deep learning can also be potentially useful for spoken dialogue summarization, which can benefit a range of real-life scenarios…

Computation and Language · Computer Science 2021-06-17 Yulong Chen , Yang Liu , Liang Chen , Yue Zhang

Some robots can interact with humans using natural language, and identify service requests through human-robot dialog. However, few robots are able to improve their language capabilities from this experience. In this paper, we develop a…

Robotics · Computer Science 2019-11-14 Saeid Amiri , Sujay Bajracharya , Cihangir Goktolga , Jesse Thomason , Shiqi Zhang

The use of chatbots has spread, generating great interest in the industry for the possibility of automating tasks within the execution of their processes. The implementation of chatbots, however simple, is a complex endeavor that involves…

Software Engineering · Computer Science 2021-09-03 Bedilia Estrada-Torres , Adela del-Río-Ortega , Manuel Resinas

Enabling open-domain dialogue systems to ask clarifying questions when appropriate is an important direction for improving the quality of the system response. Namely, for cases when a user request is not specific enough for a conversation…

Computation and Language · Computer Science 2021-09-14 Mohammad Aliannejadi , Julia Kiseleva , Aleksandr Chuklin , Jeffrey Dalton , Mikhail Burtsev

Automated service agents require well-structured workflows to provide consistent and accurate responses to customer queries. However, these workflows are often undocumented, and their automatic extraction from conversations remains…

Computation and Language · Computer Science 2025-02-25 Prafulla Kumar Choubey , Xiangyu Peng , Shilpa Bhagavath , Caiming Xiong , Shiva Kumar Pentyala , Chien-Sheng Wu

We present the first complete spoken dialogue system driven by a multi-dimensional statistical dialogue manager. This framework has been shown to substantially reduce data needs by leveraging domain-independent dimensions, such as social…

Computation and Language · Computer Science 2019-09-09 Simon Keizer , Ondřej Dušek , Xingkun Liu , Verena Rieser

Goal-oriented conversational agents are becoming prevalent in our daily lives. For these systems to engage users and achieve their goals, they need to exhibit appropriate social behavior as well as provide informative replies that guide…

Computation and Language · Computer Science 2021-01-01 Yi-Chia Wang , Alexandros Papangelis , Runze Wang , Zhaleh Feizollahi , Gokhan Tur , Robert Kraut

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Conversational interfaces increasingly rely on human-like dialogue to offer a natural experience. However, relying on dialogue involving multiple exchanges for even simple tasks can overburden users, particularly older adults. In this…

Human-Computer Interaction · Computer Science 2022-03-30 Yaxin Hu , Yuxiao Qu , Adam Maus , Bilge Mutlu

As information becomes increasingly sizable for organizations to maintain the challenge of organizing data still remains. More importantly, the on-going process of analysing incoming data occurs on a continual basis and organizations should…

Databases · Computer Science 2021-05-19 Bryar A. Hassan , Shko M. Qader

In a customer service system, dialogue summarization can boost service efficiency by automatically creating summaries for long spoken dialogues in which customers and agents try to address issues about specific topics. In this work, we…

Computation and Language · Computer Science 2021-06-28 Yicheng Zou , Lujun Zhao , Yangyang Kang , Jun Lin , Minlong Peng , Zhuoren Jiang , Changlong Sun , Qi Zhang , Xuanjing Huang , Xiaozhong Liu

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies…

Computation and Language · Computer Science 2021-04-05 Derek Chen , Howard Chen , Yi Yang , Alex Lin , Zhou Yu

Building a reliable and automated evaluation metric is a necessary but challenging problem for open-domain dialogue systems. Recent studies proposed evaluation metrics that assess generated responses by considering their relevance to…

Computation and Language · Computer Science 2024-07-19 ChaeHun Park , Minseok Choi , Dohyun Lee , Jaegul Choo

User engagement is a critical metric for evaluating the quality of open-domain dialogue systems. Prior work has focused on conversation-level engagement by using heuristically constructed features such as the number of turns and the total…

Computation and Language · Computer Science 2020-01-27 Sarik Ghazarian , Ralph Weischedel , Aram Galstyan , Nanyun Peng

User attributes provide rich and useful information for user understanding, yet structured and easy-to-use attributes are often sparsely populated. In this paper, we leverage dialogues with conversational agents, which contain strong…

Computation and Language · Computer Science 2019-08-14 Chien-Sheng Wu , Andrea Madotto , Zhaojiang Lin , Peng Xu , Pascale Fung

Discourse relation identification has been an active area of research for many years, and the challenge of identifying implicit relations remains largely an unsolved task, especially in the context of an open-domain dialogue system.…

Computation and Language · Computer Science 2019-07-10 Mingyu Derek Ma , Kevin K. Bowden , Jiaqi Wu , Wen Cui , Marilyn Walker

Open-domain dialog systems (also known as chatbots) have increasingly drawn attention in natural language processing. Some of the recent work aims at incorporating affect information into sequence-to-sequence neural dialog modeling, making…

Computation and Language · Computer Science 2020-06-25 Yubo Xie , Ekaterina Svikhnushina , Pearl Pu

Morality in dialogue systems has raised great attention in research recently. A moral dialogue system aligned with users' values could enhance conversation engagement and user connections. In this paper, we propose a framework, MoralDial to…

Computation and Language · Computer Science 2023-05-29 Hao Sun , Zhexin Zhang , Fei Mi , Yasheng Wang , Wei Liu , Jianwei Cui , Bin Wang , Qun Liu , Minlie Huang

Understanding and characterizing how people interact in information-seeking conversations is crucial in developing conversational search systems. In this paper, we introduce a new dataset designed for this purpose and use it to analyze…

Information Retrieval · Computer Science 2018-04-25 Chen Qu , Liu Yang , W. Bruce Croft , Johanne R. Trippas , Yongfeng Zhang , Minghui Qiu
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