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With the growing research focus on multimodal dialogue systems, the capability for proactive interaction is gradually gaining recognition. As an alternative to conventional turn-by-turn dialogue, users increasingly expect multimodal systems…

Computer Vision and Pattern Recognition · Computer Science 2025-07-16 Yueqian Wang , Xiaojun Meng , Yifan Wang , Huishuai Zhang , Dongyan Zhao

The performance of a task-completion dialogue agent usually affects the user experience: when the conversation system yields an unreasonable response, users may feel dissatisfied. Besides, early termination often occurs in disappointing…

Human-Computer Interaction · Computer Science 2021-10-06 Rui Zhang , Kai Yin , Li Li

To train a statistical spoken dialogue system (SDS) it is essential that an accurate method for measuring task success is available. To date training has relied on presenting a task to either simulated or paid users and inferring the…

Machine Learning · Computer Science 2015-08-17 Pei-Hao Su , David Vandyke , Milica Gasic , Dongho Kim , Nikola Mrksic , Tsung-Hsien Wen , Steve Young

The advent of increasingly powerful language models has raised expectations for language-based interactions. However, controlling these models is a challenge, emphasizing the need to be able to investigate the feasibility and value of their…

Effective interlocutors account for the uncertain goals, beliefs, and emotions of others. But even the best human conversationalist cannot perfectly anticipate the trajectory of a dialogue. How well can language models represent inherent…

Computation and Language · Computer Science 2024-02-06 Anthony Sicilia , Hyunwoo Kim , Khyathi Raghavi Chandu , Malihe Alikhani , Jack Hessel

A conversational agent (chatbot) is a piece of software that is able to communicate with humans using natural language. Modeling conversation is an important task in natural language processing and artificial intelligence. While chatbots…

Computation and Language · Computer Science 2019-08-26 Richard Csaky

Goal-oriented proactive dialogue systems are designed to guide user conversations seamlessly towards specific objectives by planning a goal-oriented path. However, previous research has focused predominantly on optimizing these paths while…

Computation and Language · Computer Science 2025-06-19 Didi Zhang , Yaxin Fan , Peifeng Li , Qiaoming Zhu

To provide consistent emotional interaction with users, dialog systems should be capable to automatically select appropriate emotions for responses like humans. However, most existing works focus on rendering specified emotions in responses…

Computation and Language · Computer Science 2021-07-01 Wen Zhiyuan , Cao Jiannong , Yang Ruosong , Liu Shuaiqi , Shen Jiaxing

An intelligent dialogue system in a multi-turn setting should not only generate the responses which are of good quality, but it should also generate the responses which can lead to long-term success of the dialogue. Although, the current…

Computation and Language · Computer Science 2023-01-12 Anant Khandelwal

Most task-oriented dialogue (TOD) benchmarks assume users that know exactly how to use the system by constraining the user behaviors within the system's capabilities via strict user goals, namely "user familiarity" bias. This data bias…

Computation and Language · Computer Science 2024-07-02 Takyoung Kim , Jamin Shin , Young-Ho Kim , Sanghwan Bae , Sungdong Kim

Task-oriented dialog(TOD) aims to assist users in achieving specific goals through multi-turn conversation. Recently, good results have been obtained based on large pre-trained models. However, the labeled-data scarcity hinders the…

Computation and Language · Computer Science 2022-12-26 Zhitong Yang , Xing Ma , Anqi Liu , Zheyu Zhang

A target-guided proactive dialogue system aims to steer conversations proactively toward pre-defined targets, such as designated keywords or specific topics. During guided conversations, dynamically modeling conversational scenarios and…

Computation and Language · Computer Science 2026-05-13 Maodong Li , Yancui Li , Fang Kong

Task-oriented dialogues often require agents to enact complex, multi-step procedures in order to meet user requests. While large language models have found success automating these dialogues in constrained environments, their widespread…

Computation and Language · Computer Science 2023-06-08 Julia White , Arushi Raghuvanshi , Yada Pruksachatkun

Chat-oriented dialogue systems designed to provide tangible benefits, such as sharing the latest news or preventing frailty in senior citizens, often require Proactive acquisition of specific user Information via chats on user-faVOred…

Computation and Language · Computer Science 2025-04-11 Shiki Sato , Jun Baba , Asahi Hentona , Shinji Iwata , Akifumi Yoshimoto , Koichiro Yoshino

The DIAlogue MOdel Learning Environment supports an engineering-oriented approach towards dialogue modelling for a spoken-language interface. Major steps towards dialogue models is to know about the basic units that are used to construct a…

cmp-lg · Computer Science 2008-02-03 Jens-Uwe Moeller

Current Conversational AI systems employ different machine learning pipelines, as well as external knowledge sources and business logic to predict the next action. Maintaining various components in dialogue managers' pipeline adds…

Computation and Language · Computer Science 2024-04-15 Amin Hosseiny Marani , Ulie Schnaithmann , Youngseo Son , Akil Iyer , Manas Paldhe , Arushi Raghuvanshi

In this paper, we proposed a conceptual model to predict the chat experience in a natural language generation dialog system. We evaluated the model with 120 participants with Partial Least Squares Structural Equation Modeling (PLS-SEM) and…

Computation and Language · Computer Science 2023-05-30 Eason Chen

Recommender systems are software applications that help users find items of interest in situations of information overload in a personalized way, using knowledge about the needs and preferences of individual users. In conversational…

Artificial Intelligence · Computer Science 2022-02-10 Tommaso Di Noia , Francesco Donini , Dietmar Jannach , Fedelucio Narducci , Claudio Pomo

In spoken dialogue systems, we aim to deploy artificial intelligence to build automated dialogue agents that can converse with humans. Dialogue systems are increasingly being designed to move beyond just imitating conversation and also…

Computation and Language · Computer Science 2021-11-03 Atharv Singh Patlan , Shiven Tripathi , Shubham Korde

Effective human-agent collaboration is increasingly prevalent in real-world applications. Current trends in such collaborations are predominantly unidirectional, with users providing instructions or posing questions to agents, where agents…

Artificial Intelligence · Computer Science 2025-12-16 Emre Can Acikgoz , Jinoh Oh , Jie Hao , Joo Hyuk Jeon , Heng Ji , Dilek Hakkani-Tür , Gokhan Tur , Xiang Li , Chengyuan Ma , Xing Fan