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相关论文: Towards Asking Clarification Questions for Informa…

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We deal with the scenario of conversational search, where user queries are under-specified or ambiguous. This calls for a mixed-initiative setup. User-asks (queries) and system-answers, as well as system-asks (clarification questions) and…

计算与语言 · 计算机科学 2022-05-24 Yosi Mass , Doron Cohen , Asaf Yehudai , David Konopnicki

Driven by the interplay among artificial intelligence, digital twin, and wireless networks, 6G is envisaged to go beyond data-centric services to provide intelligent and immersive experiences. To efficiently support intelligent tasks with…

信息论 · 计算机科学 2023-03-24 Yuanming Shi , Yong Zhou , Dingzhu Wen , Youlong Wu , Chunxiao Jiang , Khaled B. Letaief

In light of recent advances in large language models (LLMs), the expectations for the next generation of virtual assistants include enhanced naturalness and adaptability across diverse usage scenarios. However, the creation of high-quality…

计算与语言 · 计算机科学 2024-06-10 Yinhong Liu , Yimai Fang , David Vandyke , Nigel Collier

In this work we discuss the related challenges and describe an approach towards the fusion of state-of-the-art technologies from the Spoken Dialogue Systems (SDS) and the Semantic Web and Information Retrieval domains. We envision a…

To alleviate the problem of structured databases' limited coverage, recent task-oriented dialogue systems incorporate external unstructured knowledge to guide the generation of system responses. However, these usually use word or sentence…

计算与语言 · 计算机科学 2022-12-13 Yue Feng , Gerasimos Lampouras , Ignacio Iacobacci

Existing task-oriented conversational search systems heavily rely on domain ontologies with pre-defined slots and candidate value sets. In practical applications, these prerequisites are hard to meet, due to the emerging new user…

计算与语言 · 计算机科学 2023-05-09 Yuxia Wu , Tianhao Dai , Zhedong Zheng , Lizi Liao

Data scarcity is one of the main problems when it comes to real-world applications of transformer-based models. This is especially evident for task-oriented dialogue (TOD) systems, which require specialized datasets, that are usually not…

计算与语言 · 计算机科学 2025-02-25 Sebastian Steindl , Ulrich Schäfer , Bernd Ludwig

Existing studies in conversational AI mostly treat task-oriented dialog (TOD) and question answering (QA) as separate tasks. Towards the goal of constructing a conversational agent that can complete user tasks and support information…

计算与语言 · 计算机科学 2022-06-28 Miaoran Li , Baolin Peng , Jianfeng Gao , Zhu Zhang

Task-oriented queries (e.g., one-shot queries to play videos, order food, or call a taxi) are crucial for assessing the quality of virtual assistants, chatbots, and other large language model (LLM)-based services. However, a standard…

信息检索 · 计算机科学 2024-06-06 Keun Soo Yim

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…

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…

计算与语言 · 计算机科学 2024-07-02 Takyoung Kim , Jamin Shin , Young-Ho Kim , Sanghwan Bae , Sungdong Kim

Recent advances in neural approaches greatly improve task-oriented dialogue (TOD) systems which assist users to accomplish their goals. However, such systems rely on costly manually labeled dialogs which are not available in practical…

计算与语言 · 计算机科学 2022-12-26 Weihao Zeng , Keqing He , Zechen Wang , Dayuan Fu , Guanting Dong , Ruotong Geng , Pei Wang , Jingang Wang , Chaobo Sun , Wei Wu , Weiran Xu

Recently, open-domain dialogue systems have attracted growing attention. Most of them use the sequence-to-sequence (Seq2Seq) architecture to generate responses. However, traditional Seq2Seq-based open-domain dialogue models tend to generate…

计算与语言 · 计算机科学 2020-07-06 Heng-Da Xu , Xian-Ling Mao , Zewen Chi , Jing-Jing Zhu , Fanshu Sun , Heyan Huang

Enabling open-domain dialogue systems to ask clarifying questions when appropriate is an important direction for improving the quality of the system response. Namely, for cases when a user request is not specific enough for a conversation…

计算与语言 · 计算机科学 2021-09-14 Mohammad Aliannejadi , Julia Kiseleva , Aleksandr Chuklin , Jeffrey Dalton , Mikhail Burtsev

Machine learning approaches for building task-oriented dialogue systems require large conversational datasets with labels to train on. We are interested in building task-oriented dialogue systems from human-human conversations, which may be…

计算与语言 · 计算机科学 2019-07-09 Shachi Paul , Rahul Goel , Dilek Hakkani-Tür

We introduce TacoBot, a user-centered task-oriented digital assistant designed to guide users through complex real-world tasks with multiple steps. Covering a wide range of cooking and how-to tasks, we aim to deliver a collaborative and…

Dialogue related Machine Reading Comprehension requires language models to effectively decouple and model multi-turn dialogue passages. As a dialogue development goes after the intentions of participants, its topic may not keep constant…

计算与语言 · 计算机科学 2023-09-19 Xinbei Ma , Yi Xu , Hai Zhao , Zhuosheng Zhang

User Satisfaction Modeling (USM) is one of the popular choices for task-oriented dialogue systems evaluation, where user satisfaction typically depends on whether the user's task goals were fulfilled by the system. Task-oriented dialogue…

计算与语言 · 计算机科学 2023-05-29 Yue Feng , Yunlong Jiao , Animesh Prasad , Nikolaos Aletras , Emine Yilmaz , Gabriella Kazai

Conversational search is an approach to information retrieval (IR), where users engage in a dialogue with an agent in order to satisfy their information needs. Previous conceptual work described properties and actions a good agent should…

计算与语言 · 计算机科学 2019-12-11 Gustavo Penha , Alexandru Balan , Claudia Hauff

People capture photos and videos to relive and share memories of personal significance. Recently, media montages (stories) have become a popular mode of sharing these memories due to their intuitive and powerful storytelling capabilities.…

计算与语言 · 计算机科学 2022-11-09 Satwik Kottur , Seungwhan Moon , Aram H. Markosyan , Hardik Shah , Babak Damavandi , Alborz Geramifard