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Recently, spoken dialogue systems have been widely deployed in a variety of applications, serving a huge number of end-users. A common issue is that the errors resulting from noisy utterances, semantic misunderstandings, or lack of…

Computation and Language · Computer Science 2022-12-08 Wei Shen , Xiaonan He , Chuheng Zhang , Xuyun Zhang , Jian XIe

Most research on task oriented dialog modeling is based on written text input. However, users interact with practical dialog systems often using speech as input. Typically, systems convert speech into text using an Automatic Speech…

Artificial Intelligence · Computer Science 2022-12-20 Hagen Soltau , Izhak Shafran , Mingqiu Wang , Abhinav Rastogi , Jeffrey Zhao , Ye Jia , Wei Han , Yuan Cao , Aramys Miranda

Task-oriented dialogue (TOD) models have made significant progress in recent years. However, previous studies primarily focus on datasets written by annotators, which has resulted in a gap between academic research and real-world spoken…

Computation and Language · Computer Science 2025-06-25 Shuzheng Si , Wentao Ma , Haoyu Gao , Yuchuan Wu , Ting-En Lin , Yinpei Dai , Hangyu Li , Rui Yan , Fei Huang , Yongbin Li

The development of Open-Domain Dialogue Systems (ODS)is a trending topic due to the large number of research challenges, large societal and business impact, and advances in the underlying technology. However, the development of these kinds…

Computation and Language · Computer Science 2021-12-28 Chen Zhang , João Sedoc , Luis Fernando D'Haro , Rafael Banchs , Alexander Rudnicky

We report the results of DialogSum Challenge, the shared task on summarizing real-life scenario dialogues at INLG 2022. Four teams participate in this shared task and three submit their system reports, exploring different methods to improve…

Computation and Language · Computer Science 2022-09-07 Yulong Chen , Naihao Deng , Yang Liu , Yue Zhang

Software development relies heavily on text-based communication, making sentiment analysis a valuable tool for understanding team dynamics and supporting trustworthy AI-driven analytics in requirements engineering. However, existing…

Software Engineering · Computer Science 2025-07-11 Martin Obaidi , Marc Herrmann , Jil Klünder , Kurt Schneider

Though generative dialogue modeling is widely seen as a language modeling task, the task demands an agent to have a complex natural language understanding of its input text to carry a meaningful interaction with an user. The automatic…

Computation and Language · Computer Science 2020-08-25 Prasanna Parthasarathi , Joelle Pineau , Sarath Chandar

One of the difficulties in training dialogue systems is the lack of training data. We explore the possibility of creating dialogue data through the interaction between a dialogue system and a user simulator. Our goal is to develop a…

Computation and Language · Computer Science 2021-07-27 Bo-Hsiang Tseng , Yinpei Dai , Florian Kreyssig , Bill Byrne

There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations. Although many methods are devised to evaluate and improve the performance of…

Computation and Language · Computer Science 2020-05-18 Ryuichi Takanobu , Qi Zhu , Jinchao Li , Baolin Peng , Jianfeng Gao , Minlie Huang

Understanding user enjoyment is crucial in human-robot interaction (HRI), as it can impact interaction quality and influence user acceptance and long-term engagement with robots, particularly in the context of conversations with social…

Persuasion dialogue systems reflect the machine's ability to make strategic moves beyond verbal communication, and therefore differentiate themselves from task-oriented or open-domain dialogue systems and have their own unique values.…

Computation and Language · Computer Science 2022-10-25 Weiyan Shi , Yu Li , Saurav Sahay , Zhou Yu

Embodied agents designed to assist users with tasks must engage in natural language interactions, interpret instructions, execute actions, and communicate effectively to resolve issues. However, collecting large-scale, diverse datasets of…

Computation and Language · Computer Science 2024-11-01 Daniel Philipov , Vardhan Dongre , Gokhan Tur , Dilek Hakkani-Tür

Task-oriented dialogue (ToD) systems are designed to help users achieve specific goals through natural language interaction. While recent advances in large language models (LLMs) have significantly improved linguistic fluency and contextual…

Computation and Language · Computer Science 2025-07-03 Shutong Feng , Hsien-chin Lin , Nurul Lubis , Carel van Niekerk , Michael Heck , Benjamin Ruppik , Renato Vukovic , Milica Gašić

Improving user experience of a dialogue system often requires intensive developer effort to read conversation logs, run statistical analyses, and intuit the relative importance of system shortcomings. This paper presents a novel approach to…

Computation and Language · Computer Science 2021-11-02 James D. Finch , Sarah E. Finch , Jinho D. Choi

In this paper we survey the methods and concepts developed for the evaluation of dialogue systems. Evaluation is a crucial part during the development process. Often, dialogue systems are evaluated by means of human evaluations and…

Computation and Language · Computer Science 2020-06-29 Jan Deriu , Alvaro Rodrigo , Arantxa Otegi , Guillermo Echegoyen , Sophie Rosset , Eneko Agirre , Mark Cieliebak

Task-oriented dialogue (TOD) systems enable users to achieve their goals through natural language interactions. Traditionally, these systems have relied on turn-level manually annotated metadata, such as dialogue states and policy…

Computation and Language · Computer Science 2024-11-05 Adib Mosharrof , A. B. Siddique

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

With the advances in deep learning, tremendous progress has been made with chit-chat dialogue systems and task-oriented dialogue systems. However, these two systems are often tackled separately in current methods. To achieve more natural…

Computation and Language · Computer Science 2021-10-18 Xinyan Zhao , Bin He , Yasheng Wang , Yitong Li , Fei Mi , Yajiao Liu , Xin Jiang , Qun Liu , Huanhuan Chen

Large pre-trained language models have exhibited unprecedented capabilities in producing high-quality text via prompting techniques. This fact introduces new possibilities for data collection and annotation, particularly in situations where…

Computation and Language · Computer Science 2023-05-25 Tiziano Labruna , Sofia Brenna , Andrea Zaninello , Bernardo Magnini

Task oriented dialog systems typically first parse user utterances to semantic frames comprised of intents and slots. Previous work on task oriented intent and slot-filling work has been restricted to one intent per query and one slot label…

Computation and Language · Computer Science 2018-10-19 Sonal Gupta , Rushin Shah , Mrinal Mohit , Anuj Kumar , Mike Lewis