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Traditional approaches to building natural language (NL) interfaces typically use a semantic parser to parse the user command and convert it to a logical form, which is then translated to an executable action in an application. However, it…

Computation and Language · Computer Science 2021-11-29 Sahisnu Mazumder , Bing Liu , Shuai Wang , Sepideh Esmaeilpour

The search for a standardized optimum way to communicate using natural language dialog has involved a lot of research. However, due to the diversity of communication domains, we think that this is extremely difficult to achieve and…

Other Computer Science · Computer Science 2007-05-23 Paul Fodor

Understanding the needs of a variety of distinct user groups is vital in designing effective, desirable dialogue systems that will be adopted by the largest possible segment of the population. Despite the increasing popularity of dialogue…

Human-Computer Interaction · Computer Science 2019-02-13 Libby Ferland , Thomas Huffstutler , Jacob Rice , Joan Zheng , Shi Ni , Maria Gini

Task-oriented dialogue systems are designed to achieve specific goals while conversing with humans. In practice, they may have to handle simultaneously several domains and tasks. The dialogue manager must therefore be able to take into…

Computation and Language · Computer Science 2022-10-12 Thibault Cordier , Tanguy Urvoy , Fabrice Lefèvre , Lina M. Rojas-Barahona

A distinguishing property of human intelligence is the ability to flexibly use language in order to communicate complex ideas with other humans in a variety of contexts. Research in natural language dialogue should focus on designing…

Computation and Language · Computer Science 2016-10-13 Jon Gauthier , Igor Mordatch

We propose MultiDoc2Dial, a new task and dataset on modeling goal-oriented dialogues grounded in multiple documents. Most previous works treat document-grounded dialogue modeling as a machine reading comprehension task based on a single…

Computation and Language · Computer Science 2022-05-04 Song Feng , Siva Sankalp Patel , Hui Wan , Sachindra Joshi

In order to take up the challenge of realising user-adaptive system behaviour, we present an extension for the existing OwlSpeak Dialogue Manager which enables the handling of dynamically created dialogue actions. This leads to an increase…

Human-Computer Interaction · Computer Science 2019-07-02 Juliana Miehle , Louisa Pragst , Wolfgang Minker , Stefan Ultes

Conversational assistants are increasingly popular across diverse real-world applications, highlighting the need for advanced multimodal speech modeling. Speech, as a natural mode of communication, encodes rich user-specific characteristics…

Computation and Language · Computer Science 2024-12-23 Maximillian Chen , Ruoxi Sun , Sercan Ö. Arık

Most popular goal-oriented dialogue agents are capable of understanding the conversational context. However, with the surge of virtual assistants with screen, the next generation of agents are required to also understand screen context in…

Machine Learning · Computer Science 2021-11-26 Sanchit Agarwal , Jan Jezabek , Arijit Biswas , Emre Barut , Shuyang Gao , Tagyoung Chung

In modern dialogue systems, the ability to implicitly infer user backgrounds from conversations and leverage this information for personalized assistance is crucial. However, the scarcity of high-quality data remains a fundamental challenge…

Computation and Language · Computer Science 2025-06-04 Bo Peng , Zhiheng Wang , Heyang Gong , Chaochao Lu

Conversational recommender systems aim to provide personalized recommendations via natural language interactions. However, existing approaches either decouple recommendation from dialog generation or rely on retrieval-based pipelines,…

Information Retrieval · Computer Science 2026-05-22 Sixiao Zhang , Mingrui Liu , Cheng Long

Task-oriented dialogue systems help users accomplish tasks such as booking a movie ticket and ordering food via conversation. Generative models parameterized by a deep neural network are widely used for next turn response generation in such…

Computation and Language · Computer Science 2020-10-13 Prasanna Parthasarathi , Arvind Neelakantan , Sharan Narang

With the resurgent interest in building open-domain dialogue systems, the dialogue generation task has attracted increasing attention over the past few years. This task is usually formulated as a conditional generation problem, which aims…

Computation and Language · Computer Science 2024-10-29 Haoyu Song , Wei-Nan Zhang , Kaiyan Zhang , Ting Liu

People frequently use speech-to-text systems to compose short texts with voice. However, current voice-based interfaces struggle to support composing more detailed, contextually complex texts, especially in scenarios where users are on the…

Human-Computer Interaction · Computer Science 2025-08-07 Hamza El Alaoui , Atieh Taheri , Yi-Hao Peng , Jeffrey P. Bigham

Carefully-designed schemas describing how to collect and annotate dialog corpora are a prerequisite towards building task-oriented dialog systems. In practical applications, manually designing schemas can be error-prone, laborious,…

Computation and Language · Computer Science 2022-05-11 Dian Yu , Mingqiu Wang , Yuan Cao , Izhak Shafran , Laurent El Shafey , Hagen Soltau

There is a resurgent interest in developing intelligent open-domain dialog systems due to the availability of large amounts of conversational data and the recent progress on neural approaches to conversational AI. Unlike traditional…

Computation and Language · Computer Science 2020-03-02 Minlie Huang , Xiaoyan Zhu , Jianfeng Gao

In recent years, there has been a growing interest in exploring dialogues with more complex goals, such as negotiation, persuasion, and emotional support, which go beyond traditional service-focused dialogue systems. Apart from the…

Computation and Language · Computer Science 2023-12-20 Yi Cheng , Wenge Liu , Jian Wang , Chak Tou Leong , Yi Ouyang , Wenjie Li , Xian Wu , Yefeng Zheng

We present a customizable soft haptic system that integrates modular hardware with an information-theoretic algorithm to personalize feedback for different users and tasks. Our platform features modular, multi-degree-of-freedom pneumatic…

Human-Computer Interaction · Computer Science 2025-06-09 Antonio Alvarez Valdivia , Benjamin A. Christie , Dylan P. Losey , Laura H. Blumenschein

Task-oriented dialogue systems aim at providing users with task-specific services. Users of such systems often do not know all the information about the task they are trying to accomplish, requiring them to seek information about the task.…

Computation and Language · Computer Science 2023-05-24 Yue Feng , Hossein A. Rahmani , Aldo Lipani , Emine Yilmaz

Building Task-Oriented Dialogue (TOD) systems that generalize across different tasks remains a challenging problem. Data-driven approaches often struggle to transfer effectively to unseen tasks. While recent schema-based TOD frameworks…

Computation and Language · Computer Science 2026-04-21 Radin Shayanfar , Chu Fei Luo , Rohan Bhambhoria , Samuel Dahan , Xiaodan Zhu
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