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相关论文: A Transformer-Based User Satisfaction Prediction f…

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Reward-driven proactive dialogue agents require precise estimation of user satisfaction as an intrinsic reward signal to determine optimal interaction strategies. Specifically, this framework triggers clarification questions when detecting…

机器学习 · 计算机科学 2025-05-27 Wei Shen , Xiaonan He , Chuheng Zhang , Xuyun Zhang , Xiaolong Xu , Wanchun Dou

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

User Satisfaction Estimation (USE) is an important yet challenging task in goal-oriented conversational systems. Whether the user is satisfied with the system largely depends on the fulfillment of the user's needs, which can be implicitly…

计算与语言 · 计算机科学 2022-02-08 Yang Deng , Wenxuan Zhang , Wai Lam , Hong Cheng , Helen Meng

In this paper I describe how miscommunication problems are dealt with in the spoken language system DIALOGOS. The dialogue module of the system exploits dialogic expectations in a twofold way: to model what future user utterance might be…

cmp-lg · 计算机科学 2007-05-23 Morena Danieli

Proactive dialogue systems, related to a wide range of real-world conversational applications, equip the conversational agent with the capability of leading the conversation direction towards achieving pre-defined targets or fulfilling…

计算与语言 · 计算机科学 2023-05-10 Yang Deng , Wenqiang Lei , Wai Lam , Tat-Seng Chua

This paper presents Dialogos, a real-time system for human-machine spoken dialogue on the telephone in task-oriented domains. The system has been tested in a large trial with inexperienced users and it has proved robust enough to allow…

Intelligent dialogue systems are expected as a new interface between humans and machines. Such an intelligent dialogue system should estimate the user's internal state (UIS) in dialogues and change its response appropriately according to…

计算与语言 · 计算机科学 2020-12-08 Takashi Kodama , Ribeka Tanaka , Sadao Kurohashi

User satisfaction is closely related to enterprises, as it not only directly reflects users' subjective evaluation of service quality or products, but also affects customer loyalty and long-term business revenue. Monitoring and…

计算与语言 · 计算机科学 2026-03-05 Jing Bian , Haoxiang Su , Liting Jiang , Di Wu , Ruiyu Fang , Xiaomeng Huang , Yanbing Li , Shuangyong Song , Hao Huang

Proactive dialogue system is able to lead the conversation to a goal topic and has advantaged potential in bargain, persuasion and negotiation. Current corpus-based learning manner limits its practical application in real-world scenarios.…

信息检索 · 计算机科学 2022-04-18 Wenqiang Lei , Yao Zhang , Feifan Song , Hongru Liang , Jiaxin Mao , Jiancheng Lv , Zhenglu Yang , Tat-Seng Chua

Different people have different habits of describing their intents in conversations. Some people tend to deliberate their intents in several successive utterances, i.e., they use several consistent messages for readability instead of a long…

计算与语言 · 计算机科学 2021-09-23 Zehao Lin , Shaobo Cui , Guodun Li , Xiaoming Kang , Feng Ji , Fenglin Li , Zhongzhou Zhao , Haiqing Chen , Yin Zhang

Evaluation is crucial in the development process of task-oriented dialogue systems. As an evaluation method, user simulation allows us to tackle issues such as scalability and cost-efficiency, making it a viable choice for large-scale…

信息检索 · 计算机科学 2021-05-11 Weiwei Sun , Shuo Zhang , Krisztian Balog , Zhaochun Ren , Pengjie Ren , Zhumin Chen , Maarten de Rijke

We study improving social conversational agents by learning from natural dialogue between users and a deployed model, without extra annotations. To implicitly measure the quality of a machine-generated utterance, we leverage signals like…

计算与语言 · 计算机科学 2024-02-02 Richard Yuanzhe Pang , Stephen Roller , Kyunghyun Cho , He He , Jason Weston

The concept of a Human-AI team has gained increasing attention in recent years. For effective collaboration between humans and AI teammates, proactivity is crucial for close coordination and effective communication. However, the design of…

人工智能 · 计算机科学 2023-06-21 Matthias Kraus , Ron Riekenbrauck , Wolfgang Minker

Dialogue models are inherently reactive, responding to the current user turn without anticipating upcoming intents, which leads to redundant interactions in multi-intent settings. We address this limitation by introducing a lightweight…

计算与语言 · 计算机科学 2026-05-01 Yang Luo

Voice assistants have recently achieved remarkable commercial success. However, the current generation of these devices is typically capable of only reactive interactions. In other words, interactions have to be initiated by the user, which…

A proactive dialogue system has the ability to proactively lead the conversation. Different from the general chatbots which only react to the user, proactive dialogue systems can be used to achieve some goals, e.g., to recommend some items…

计算与语言 · 计算机科学 2021-07-20 Yutao Zhu , Jian-Yun Nie , Kun Zhou , Pan Du , Hao Jiang , Zhicheng Dou

An automated metric to evaluate dialogue quality is vital for optimizing data driven dialogue management. The common approach of relying on explicit user feedback during a conversation is intrusive and sparse. Current models to estimate…

机器学习 · 计算机科学 2019-11-21 Praveen Kumar Bodigutla , Lazaros Polymenakos , Spyros Matsoukas

Understanding the needs of a variety of distinct user groups is vital in designing effective, desirable dialogue systems that will be adopted by the largest possible segment of the population. Despite the increasing popularity of dialogue…

人机交互 · 计算机科学 2019-02-13 Libby Ferland , Thomas Huffstutler , Jacob Rice , Joan Zheng , Shi Ni , Maria Gini

Though great progress has been made for human-machine conversation, current dialogue system is still in its infancy: it usually converses passively and utters words more as a matter of response, rather than on its own initiatives. In this…

计算与语言 · 计算机科学 2019-11-11 Wenquan Wu , Zhen Guo , Xiangyang Zhou , Hua Wu , Xiyuan Zhang , Rongzhong Lian , Haifeng Wang

Various studies have been conducted on human-supporting robot systems. These systems have been put to practical use over the years and are now seen in our daily lives. In particular, robots communicating smoothly with people are expected to…

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