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Task-oriented dialogue systems (TODS) are continuing to rise in popularity as various industries find ways to effectively harness their capabilities, saving both time and money. However, even state-of-the-art TODS are not yet reaching their…

Computation and Language · Computer Science 2022-09-07 Ryan Fellows , Hisham Ihshaish , Steve Battle , Ciaran Haines , Peter Mayhew , J. Ignacio Deza

As a cornerstone of modern information access, search engines have become indispensable in everyday life. With the rapid advancements in AI and natural language processing (NLP) technologies, particularly large language models (LLMs),…

Computation and Language · Computer Science 2025-08-07 Fengran Mo , Kelong Mao , Ziliang Zhao , Hongjin Qian , Haonan Chen , Yiruo Cheng , Xiaoxi Li , Yutao Zhu , Zhicheng Dou , Jian-Yun Nie

$ $Dialogue systems are evaluated depending on their type and purpose. Two categories are often distinguished: (1) task-oriented dialogue systems (TDS), which are typically evaluated on utility, i.e., their ability to complete a specified…

Information Retrieval · Computer Science 2022-04-27 Clemencia Siro , Mohammad Aliannejadi , Maarten de Rijke

Dialogue technologies such as Amazon's Alexa have the potential to transform the healthcare industry. However, current systems are not yet naturally interactive: they are often turn-based, have naive end-of-turn detection and completely…

Computation and Language · Computer Science 2020-10-01 Angus Addlesee , Arash Eshghi , Ioannis Konstas

This paper introduces Doc2Bot, a novel dataset for building machines that help users seek information via conversations. This is of particular interest for companies and organizations that own a large number of manuals or instruction books.…

Computation and Language · Computer Science 2022-11-22 Haomin Fu , Yeqin Zhang , Haiyang Yu , Jian Sun , Fei Huang , Luo Si , Yongbin Li , Cam-Tu Nguyen

We introduce dodecaDialogue: a set of 12 tasks that measures if a conversational agent can communicate engagingly with personality and empathy, ask questions, answer questions by utilizing knowledge resources, discuss topics and situations,…

Computation and Language · Computer Science 2020-04-30 Kurt Shuster , Da Ju , Stephen Roller , Emily Dinan , Y-Lan Boureau , Jason Weston

Recent advances in Large Language Models (LLMs) have propelled conversational AI from traditional dialogue systems into sophisticated agents capable of autonomous actions, contextual awareness, and multi-turn interactions with users. Yet,…

Artificial Intelligence · Computer Science 2025-04-25 Emre Can Acikgoz , Cheng Qian , Hongru Wang , Vardhan Dongre , Xiusi Chen , Heng Ji , Dilek Hakkani-Tür , Gokhan Tur

Recently, utilizing deep neural networks to build the opendomain dialogue models has become a hot topic. However, the responses generated by these models suffer from many problems such as responses not being contextualized and tend to…

Computation and Language · Computer Science 2023-09-07 Mengjuan Liu , Chenyang Liu , Yunfan Yang , Jiang Liu , Mohan Jing

This paper proposes to refer to the field of software engineering related to the life cycle of dialogue systems as Dialogue Systems Engineering, and surveys this field while also discussing its future directions. With the advancement of…

Software Engineering · Computer Science 2025-08-05 Mikio Nakano , Hironori Takeuchi , Sadahiro Yoshikawa , Yoichi Matsuyama , Kazunori Komatani

The development of sophisticated artificial intelligence (AI) conversational agents based on large language models raises important questions about the relationship between human norms, values, and practices and AI design and performance.…

Computers and Society · Computer Science 2025-05-30 Rachel Katharine Sterken , James Ravi Kirkpatrick

We investigate the task of building a domain aware chat system which generates intelligent responses in a conversation comprising of different domains. The domain, in this case, is the topic or theme of the conversation. To achieve this, we…

Computation and Language · Computer Science 2017-08-04 Sajal Choudhary , Prerna Srivastava , Lyle Ungar , João Sedoc

The ultimate goal of dialog research is to develop systems that can be effectively used in interactive settings by real users. To this end, we introduced the Interactive Evaluation of Dialog Track at the 9th Dialog System Technology…

Computation and Language · Computer Science 2022-08-01 Shikib Mehri , Yulan Feng , Carla Gordon , Seyed Hossein Alavi , David Traum , Maxine Eskenazi

Clarification resolution plays an important role in various information retrieval tasks such as interactive question answering and conversational search. In such context, the user often formulates their information needs as short and…

Computation and Language · Computer Science 2021-10-29 Hadrien Lautraite , Nada Naji , Louis Marceau , Marc Queudot , Eric Charton

The open domain-dialogue system Alquist has a goal to conduct a coherent and engaging conversation that can be considered as one of the benchmarks of social intelligence. The fourth version of the system, developed within the Alexa Prize…

Computation and Language · Computer Science 2021-09-17 Jakub Konrád , Jan Pichl , Petr Marek , Petr Lorenc , Van Duy Ta , Ondřej Kobza , Lenka Hýlová , Jan Šedivý

For robots to perform assistive tasks in unstructured home environments, they must learn and reason on the semantic knowledge of the environments. Despite a resurgence in the development of semantic reasoning architectures, these methods…

Robotics · Computer Science 2024-03-07 Ali Ayub , Chrystopher Nehaniv , Kerstin Dautenhahn

The interactivism model introduces a dynamic approach to language, communication and cognition. In this work, we explore this fundamental theory in the context of dialogue modelling for spoken dialogue systems (SDS). To extend such a…

Computation and Language · Computer Science 2022-12-21 T. Rodríguez Muñoz , Emily Y. J. Ip , G. Huang , R. K. Moore

Conversational systems have become increasingly popular as a way for humans to interact with computers. To be able to provide intelligent responses, conversational systems must correctly model the structure and semantics of a conversation.…

Computation and Language · Computer Science 2018-06-19 Svitlana Vakulenko , Maarten de Rijke , Michael Cochez , Vadim Savenkov , Axel Polleres

The consistency of a response to a given post at semantic-level and emotional-level is essential for a dialogue system to deliver human-like interactions. However, this challenge is not well addressed in the literature, since most of the…

Computation and Language · Computer Science 2021-06-08 Wei Wei , Jiayi Liu , Xianling Mao , Guibing Guo , Feida Zhu , Pan Zhou , Yuchong Hu

In this paper, we present a planning system based on semantic reasoning for a general-purpose service robot, which is aimed at behaving more intelligently in domains that contain incomplete information, under-specified goals, and dynamic…

Robotics · Computer Science 2020-11-03 Guowei Cui , Wei Shuai , Xiaoping Chen

The proliferation of automated conversational systems such as chatbots, spoken-dialogue systems, and smart speakers, has significantly impacted modern digital life. However, these systems are primarily designed to provide answers to…

Human-Computer Interaction · Computer Science 2023-04-05 Shih-Hong Huang , Chieh-Yang Huang , Ya-Fang Lin , Ting-Hao 'Kenneth' Huang