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Many everyday tasks ranging from fixing appliances, cooking recipes to car maintenance require expert knowledge, especially when tasks are complex and multi-step. Despite growing interest in AI agents, there is a scarcity of dialogue-video…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Lavisha Aggarwal , Vikas Bahirwani , Lin Li , Andrea Colaco

Recent technological advances have made it possible to build real-time, interactive spoken dialogue systems for a wide variety of applications. However, when users do not respect the limitations of such systems, performance typically…

计算与语言 · 计算机科学 2007-05-23 Diane J. Litman , Shimei Pan

Building dialogue systems requires a large corpus of annotated dialogues. Such datasets are usually created via crowdsourcing, which is expensive and time-consuming. In this paper, we propose \textsc{Dialogic}, a novel dialogue simulation…

计算与语言 · 计算机科学 2023-06-07 Zekun Li , Wenhu Chen , Shiyang Li , Hong Wang , Jing Qian , Xifeng Yan

While the English virtual assistants have achieved exciting performance with an enormous amount of training resources, the needs of non-English-speakers have not been satisfied well. Up to Dec 2021, Alexa, one of the most popular smart…

计算与语言 · 计算机科学 2021-12-24 Michael Sun , Kaili Huang , Mehrad Moradshahi

We introduce doc2dial, a new dataset of goal-oriented dialogues that are grounded in the associated documents. Inspired by how the authors compose documents for guiding end users, we first construct dialogue flows based on the content…

计算与语言 · 计算机科学 2020-11-20 Song Feng , Hui Wan , Chulaka Gunasekara , Siva Sankalp Patel , Sachindra Joshi , Luis A. Lastras

In this work, we present a hybrid learning method for training task-oriented dialogue systems through online user interactions. Popular methods for learning task-oriented dialogues include applying reinforcement learning with user feedback…

计算与语言 · 计算机科学 2018-04-19 Bing Liu , Gokhan Tur , Dilek Hakkani-Tur , Pararth Shah , Larry Heck

Training dialog policies for speech-based virtual assistants requires a plethora of conversational data. The data collection phase is often expensive and time consuming due to human involvement. To address this issue, a common solution is…

计算与语言 · 计算机科学 2019-11-11 Maryam Fazel-Zarandi , Longshaokan Wang , Aditya Tiwari , Spyros Matsoukas

We present an end-to-end voice-based conversational agent that is able to engage in naturalistic multi-turn dialogue and align with the interlocutor's conversational style. The system uses a series of deep neural network components for…

人机交互 · 计算机科学 2019-08-15 Rens Hoegen , Deepali Aneja , Daniel McDuff , Mary Czerwinski

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…

计算与语言 · 计算机科学 2024-12-23 Maximillian Chen , Ruoxi Sun , Sercan Ö. Arık

Predicting user satisfaction in conversational systems has become critical, as spoken conversational assistants operate in increasingly complex domains. Online satisfaction prediction (i.e., predicting satisfaction of the user with the…

人机交互 · 计算机科学 2020-06-04 Jason Ingyu Choi , Ali Ahmadvand , Eugene Agichtein

Dialog policy decides what and how a task-oriented dialog system will respond, and plays a vital role in delivering effective conversations. Many studies apply Reinforcement Learning to learn a dialog policy with the reward function which…

计算与语言 · 计算机科学 2019-08-29 Ryuichi Takanobu , Hanlin Zhu , Minlie Huang

In spoken Task-Oriented Dialogue (TOD) systems, the choice of the semantic representation describing the users' requests is key to a smooth interaction. Indeed, the system uses this representation to reason over a database and its domain…

人工智能 · 计算机科学 2024-06-21 Lucas Druart , Valentin Vielzeuf , Yannick Estève

Robust task-oriented spoken dialogue agents require exposure to the full diversity of how people interact through speech. Building spoken user simulators that address this requires large-scale spoken task-oriented dialogue (TOD) data…

计算与语言 · 计算机科学 2026-03-18 Jonggeun Lee , Junseong Pyo , Jeongmin Park , Yohan Jo

Evaluation of open-domain dialogue systems is highly challenging and development of better techniques is highlighted time and again as desperately needed. Despite substantial efforts to carry out reliable live evaluation of systems in…

计算与语言 · 计算机科学 2022-03-14 Tianbo Ji , Yvette Graham , Gareth J. F. Jones , Chenyang Lyu , Qun Liu

This proposal introduces a Dialogue Challenge for building end-to-end task-completion dialogue systems, with the goal of encouraging the dialogue research community to collaborate and benchmark on standard datasets and unified experimental…

计算与语言 · 计算机科学 2018-09-18 Xiujun Li , Yu Wang , Siqi Sun , Sarah Panda , Jingjing Liu , Jianfeng Gao

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…

计算与语言 · 计算机科学 2021-12-28 Chen Zhang , João Sedoc , Luis Fernando D'Haro , Rafael Banchs , Alexander Rudnicky

Conversational User Interface (CUI) has become ubiquitous in everyday life, in consumer-focused products like Siri and Alexa or business-oriented solutions. Deep learning underlies many recent breakthroughs in dialogue systems but requires…

计算与语言 · 计算机科学 2020-12-08 Igor Shalyminov

Client-designer alignment is crucial to the success of design projects, yet little research has explored how digital technologies might influence this alignment. To address this gap, this paper presents a three-phase study investigating how…

人机交互 · 计算机科学 2025-06-16 Daniel Hove Paludan , Julie Fredsgård , Kasper Patrick Bährentz , Ilhan Aslan

Multi-turn interaction in the dialogue system research refers to a system's ability to maintain context across multiple dialogue turns, enabling it to generate coherent and contextually relevant responses. Recent advancements in large…

计算与语言 · 计算机科学 2025-01-20 Chen Zhang , Xinyi Dai , Yaxiong Wu , Qu Yang , Yasheng Wang , Ruiming Tang , Yong Liu

In task-oriented dialogues with symbiotic robots, the robot usually takes the initiative in dialogue progression and topic selection. In such robot-driven dialogue, the user's sense of participation in the dialogue is reduced because the…

机器人学 · 计算机科学 2022-10-19 Makoto Kawamoto , Masaki Shuzo , Eisaku Maeda