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Recent advances in interactive large language models like ChatGPT have revolutionized various domains; however, their behavior in natural and role-play conversation settings remains underexplored. In our study, we address this gap by deeply…

计算与语言 · 计算机科学 2024-03-28 Yufei Tao , Ameeta Agrawal , Judit Dombi , Tetyana Sydorenko , Jung In Lee

With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of…

人工智能 · 计算机科学 2023-10-16 Shivom Aggarwal , Shourya Mehra , Pritha Mitra

Recent work in open-domain conversational agents has demonstrated that significant improvements in model engagingness and humanness metrics can be achieved via massive scaling in both pre-training data and model size (Adiwardana et al.,…

计算与语言 · 计算机科学 2020-10-05 Kurt Shuster , Eric Michael Smith , Da Ju , Jason Weston

We describe a class of tasks called decision-oriented dialogues, in which AI assistants such as large language models (LMs) must collaborate with one or more humans via natural language to help them make complex decisions. We formalize…

计算与语言 · 计算机科学 2024-05-07 Jessy Lin , Nicholas Tomlin , Jacob Andreas , Jason Eisner

Building a socially intelligent agent involves many challenges. One of which is to track the agent's mental state transition and teach the agent to make decisions guided by its value like a human. Towards this end, we propose to incorporate…

计算与语言 · 计算机科学 2022-07-25 Liang Qiu , Yizhou Zhao , Yuan Liang , Pan Lu , Weiyan Shi , Zhou Yu , Song-Chun Zhu

Making chatbots world aware in a conversation like a human is a crucial challenge, where the world may contain dynamic knowledge and spatiotemporal state. Several recent advances have tried to link the dialog system to a static knowledge…

计算与语言 · 计算机科学 2022-09-07 Han Zhou , Xinchao Xu , Wenquan Wu , Zheng-Yu Niu , Hua Wu , Siqi Bao , Fan Wang , Haifeng Wang

Emotional support plays an important role in dialogue systems, and its success depends on adapting to a user's evolving and implicit needs across multi-turn interactions while leveraging the strong reasoning capacity of large language…

计算与语言 · 计算机科学 2026-05-29 Mufan Xu , Kehai Chen , Jiahao Hu , Xinchao Xu , Muyun Yang , Tiejun Zhao , Min Zhang

Conversational Recommender Systems (CRSs)aim to engage users in dialogue to provide tailored recommendations. While traditional CRSs focus on eliciting preferences and retrieving items, real-world e-commerce interactions involve more…

信息检索 · 计算机科学 2025-08-08 Tongyoung Kim , Jeongeun Lee , Soojin Yoon , Sunghwan Kim , Dongha Lee

The study illustrates a first step towards an ongoing work aimed at developing a dataset of dialogues potentially useful for customer service conversation management between humans and AI chatbots. The approach exploits ChatGPT 3.5 to…

人机交互 · 计算机科学 2025-01-03 Alfredo Cuzzocrea , Giovanni Pilato , Pablo Garcia Bringas

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…

计算与语言 · 计算机科学 2023-01-12 Anant Khandelwal

The article further develops and formalizes a theory of friendly dialogue in an AI System of Dr. Watson type, as proposed in our previous publication[4],[19]. The main principle of this type of AI is to guide the user toward a solution in a…

人工智能 · 计算机科学 2024-07-31 Saveli Goldberg , Vladimir Sluchak

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…

人工智能 · 计算机科学 2022-02-10 Tommaso Di Noia , Francesco Donini , Dietmar Jannach , Fedelucio Narducci , Claudio Pomo

Open-ended human learning and information-seeking are increasingly mediated by digital assistants. However, such systems often ignore the user's pre-existing knowledge. Assuming a correlation between engagement and user responses such as…

计算与语言 · 计算机科学 2021-02-15 Pedro Rodriguez , Paul Crook , Seungwhan Moon , Zhiguang Wang

Engaging in discussions that involve diverse perspectives and exchanging arguments on a controversial issue is a natural way for humans to form opinions. In this process, the way arguments are presented plays a crucial role in determining…

人机交互 · 计算机科学 2024-11-19 Annalena Bea Aicher , Yuki Matsuda , Keichii Yasumoto , Wolfgang Minker , Elisabeth André , Stefan Ultes

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies…

计算与语言 · 计算机科学 2021-04-05 Derek Chen , Howard Chen , Yi Yang , Alex Lin , Zhou Yu

Clarifying user needs is essential for existing task-oriented dialogue systems. However, in real-world applications, developers can never guarantee that all possible user demands are taken into account in the design phase. Consequently,…

计算与语言 · 计算机科学 2019-06-13 Weikang Wang , Jiajun Zhang , Qian Li , Mei-Yuh Hwang , Chengqing Zong , Zhifei Li

Software development is a cognitively intensive process requiring multitasking, adherence to evolving workflows, and continuous learning. With the rise of large language model (LLM)-based tools, such as conversational agents (CAs), there is…

软件工程 · 计算机科学 2025-05-14 Glaucia Melo , Paulo Alencar , Donald Cowan

A personalized conversational sales agent could have much commercial potential. E-commerce companies such as Amazon, eBay, JD, Alibaba etc. are piloting such kind of agents with their users. However, the research on this topic is very…

信息检索 · 计算机科学 2018-06-11 Yueming Sun , Yi Zhang

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

计算与语言 · 计算机科学 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

Recent advancements in dialogue policy planning have emphasized optimizing system agent policies to achieve predefined goals, focusing on strategy design, trajectory acquisition, and efficient training paradigms. However, these approaches…

计算与语言 · 计算机科学 2025-04-21 Tao He , Lizi Liao , Ming Liu , Bing Qin