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Visual Dialog is a multimodal task of answering a sequence of questions grounded in an image, using the conversation history as context. It entails challenges in vision, language, reasoning, and grounding. However, studying these subtasks…

计算机视觉与模式识别 · 计算机科学 2019-09-20 Satwik Kottur , José M. F. Moura , Devi Parikh , Dhruv Batra , Marcus Rohrbach

Non-task oriented dialogue systems have achieved great success in recent years due to largely accessible conversation data and the development of deep learning techniques. Given a context, current systems are able to yield a relevant and…

计算与语言 · 计算机科学 2020-04-10 Leyang Cui , Yu Wu , Shujie Liu , Yue Zhang , Ming Zhou

Enhancing user engagement through personalization in conversational agents has gained significance, especially with the advent of large language models that generate fluent responses. Personalized dialogue generation, however, is…

计算与语言 · 计算机科学 2024-07-30 Yi-Pei Chen , Noriki Nishida , Hideki Nakayama , Yuji Matsumoto

The goal of building intelligent dialogue systems has largely been separately pursued under two paradigms: task-oriented dialogue (TOD) systems, which perform goal-oriented functions, and open-domain dialogue (ODD) systems, which focus on…

计算与语言 · 计算机科学 2022-04-06 Tom Young , Frank Xing , Vlad Pandelea , Jinjie Ni , Erik Cambria

Task-oriented dialogue generation is challenging since the underlying knowledge is often dynamic and effectively incorporating knowledge into the learning process is hard. It is particularly challenging to generate both human-like and…

计算与语言 · 计算机科学 2022-04-21 Md Rashad Al Hasan Rony , Ricardo Usbeck , Jens Lehmann

Along with the development of chatbot, language models and speech technologies, there is a growing possibility and interest of creating systems able to interface with humans seamlessly through natural language or directly via speech. In…

人工智能 · 计算机科学 2024-06-14 Frank Joublin , Antonello Ceravola , Cristian Sandu

Recent digitisation efforts in natural history museums have produced large volumes of collection data, yet their scale and scientific complexity often hinder public access and understanding. Conventional data management tools, such as…

人机交互 · 计算机科学 2026-03-12 Yiyuan Wang , Andrew Johnston , Zoë Sadokierski , Rhiannon Stephens , Shane T. Ahyong

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

How to build and use dialogue data efficiently, and how to deploy models in different domains at scale can be two critical issues in building a task-oriented dialogue system. In this paper, we propose a novel manual-guided dialogue scheme…

计算与语言 · 计算机科学 2022-08-17 Ryuichi Takanobu , Hao Zhou , Yankai Lin , Peng Li , Jie Zhou , Minlie Huang

In this paper, we introduce a novel Face-to-Face spoken dialogue model. It processes audio-visual speech from user input and generates audio-visual speech as the response, marking the initial step towards creating an avatar chatbot system…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Se Jin Park , Chae Won Kim , Hyeongseop Rha , Minsu Kim , Joanna Hong , Jeong Hun Yeo , Yong Man Ro

Many users communicate with chatbots and AI assistants in order to help them with various tasks. A key component of the assistant is the ability to understand and answer a user's natural language questions for question-answering (QA).…

计算与语言 · 计算机科学 2020-06-08 Anthony Colas , Trung Bui , Franck Dernoncourt , Moumita Sinha , Doo Soon Kim

Despite widespread interests in reinforcement-learning for task-oriented dialogue systems, several obstacles can frustrate research and development progress. First, reinforcement learners typically require interaction with the environment,…

机器学习 · 计算机科学 2017-11-15 Xiujun Li , Zachary C. Lipton , Bhuwan Dhingra , Lihong Li , Jianfeng Gao , Yun-Nung Chen

From theoretical linguistic and cognitive perspectives, situated dialog systems are interesting as they provide ideal test-beds for investigating the interaction between language and perception. At the same time there are a growing number…

人机交互 · 计算机科学 2019-03-26 John D. Kelleher , Simon Dobnik

The reasoning capability of large language models (LLMs), defined as their ability to analyze, infer, and make decisions based on input information, is essential for building intelligent task-oriented dialogue systems. However, existing…

计算与语言 · 计算机科学 2026-03-02 Yu Zhu , Kai Yang

Exploratory search is an open-ended information retrieval process that aims at discovering knowledge about a topic or domain rather than searching for a specific answer or piece of information. Conversational interfaces are particularly…

计算与语言 · 计算机科学 2023-10-10 Phillip Schneider , Nils Rehtanz , Kristiina Jokinen , Florian Matthes

The migration of conversational AI agents across different embodiments in order to maintain the continuity of the task has been recently explored to further improve user experience. However, these migratable agents lack contextual…

机器人学 · 计算机科学 2020-10-26 Ravi Tejwani , Boris Katz , Cynthia Breazeal

Large language models for vertical domains are bottlenecked by the scarcity of complex, domain-specific task-oriented dialogues. Existing data acquisition pipelines face a persistent trilemma: expert annotation is expensive, real-world…

计算与语言 · 计算机科学 2026-05-26 Liang Xue , Haoyu Liu , Cheng Wang , Pengyu Chen , Haozhuo Zheng , Yang Liu

Conversational search is a relatively young area of research that aims at automating an information-seeking dialogue. In this paper we help to position it with respect to other research areas within conversational Artificial Intelligence…

信息检索 · 计算机科学 2021-06-09 Svitlana Vakulenko , Evangelos Kanoulas , Maarten de Rijke

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

计算与语言 · 计算机科学 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Existing multimodal task-oriented dialog data fails to demonstrate the diverse expressions of user subjective preferences and recommendation acts in the real-life shopping scenario. This paper introduces a new dataset SURE (Multimodal…

信息检索 · 计算机科学 2023-05-30 Yuxing Long , Binyuan Hui , Caixia Yuan1 , Fei Huang , Yongbin Li , Xiaojie Wang