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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

Conversational recommender systems (CRS) aim to capture user's current intentions and provide recommendations through real-time multi-turn conversational interactions. As a human-machine interactive system, it is essential for CRS to…

信息检索 · 计算机科学 2022-07-05 Shuokai Li , Yongchun Zhu , Ruobing Xie , Zhenwei Tang , Zhao Zhang , Fuzhen Zhuang , Qing He , Hui Xiong

Open-domain conversational search (ODCS) aims to provide valuable, up-to-date information, while maintaining natural conversations to help users refine and ultimately answer information needs. However, creating an effective and robust ODCS…

计算与语言 · 计算机科学 2023-04-06 Zihao Wang , Ali Ahmadvand , Jason Choi , Payam Karisani , Eugene Agichtein

Large, human-annotated datasets are central to the development of natural language processing models. Collecting these datasets can be the most challenging part of the development process. We address this problem by introducing a general…

计算与语言 · 计算机科学 2020-04-29 Alana Marzoev , Samuel Madden , M. Frans Kaashoek , Michael Cafarella , Jacob Andreas

Open-domain dialogue systems have made promising progress in recent years. While the state-of-the-art dialogue agents are built upon large-scale text-based social media data and large pre-trained models, there is no guarantee these agents…

计算与语言 · 计算机科学 2023-06-16 Jingsheng Gao , Yixin Lian , Ziyi Zhou , Yuzhuo Fu , Baoyuan Wang

Understanding and characterizing how people interact in information-seeking conversations is crucial in developing conversational search systems. In this paper, we introduce a new dataset designed for this purpose and use it to analyze…

信息检索 · 计算机科学 2018-04-25 Chen Qu , Liu Yang , W. Bruce Croft , Johanne R. Trippas , Yongfeng Zhang , Minghui Qiu

Conversational analytics has been on the forefront of transformation driven by the advances in Speech and Natural Language Processing techniques. Rapid adoption of Large Language Models (LLMs) in the analytics field has taken the problems…

计算与语言 · 计算机科学 2025-08-27 Igor Shalyminov , Hang Su , Jake Vincent , Siffi Singh , Jason Cai , James Gung , Raphael Shu , Saab Mansour

The overall objective of 'social' dialogue systems is to support engaging, entertaining, and lengthy conversations on a wide variety of topics, including social chit-chat. Apart from raw dialogue data, user-provided ratings are the most…

计算与语言 · 计算机科学 2018-11-05 Igor Shalyminov , Ondřej Dušek , Oliver Lemon

Medical task-oriented dialogue systems can assist doctors by collecting patient medical history, aiding in diagnosis, or guiding treatment selection, thereby reducing doctor burnout and expanding access to medical services. However,…

计算与语言 · 计算机科学 2024-10-21 Vishal Vivek Saley , Goonjan Saha , Rocktim Jyoti Das , Dinesh Raghu , Mausam

In our work, we present the first-of-its-kind open-source web-based tool which is able to demonstrate the impacts of a user's speech act during discourse with conversational agents, which leverages open-source large language models. With…

计算与语言 · 计算机科学 2025-02-21 Godfrey I

Recent advancements in generative artificial intelligence have significantly transformed the field of style-captioned text-to-speech synthesis (CapTTS). However, adapting CapTTS to real-world applications remains challenging due to the lack…

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

Linear programming (LP) problems are pervasive in real-life applications. However, despite their apparent simplicity, an untrained user may find it difficult to determine the linear model of their specific problem. We envisage the creation…

计算与语言 · 计算机科学 2024-02-01 Yelaman Abdullin , Diego Molla-Aliod , Bahadorreza Ofoghi , John Yearwood , Qingyang Li

The article proposes a system for knowledge-based conversation designed for Social Robots and other conversational agents. The proposed system relies on an Ontology for the description of all concepts that may be relevant conversation…

机器人学 · 计算机科学 2022-08-23 Lucrezia Grassi , Carmine Tommaso Recchiuto , Antonio Sgorbissa

During the past decade, several areas of speech and language understanding have witnessed substantial breakthroughs from the use of data-driven models. In the area of dialogue systems, the trend is less obvious, and most practical systems…

计算与语言 · 计算机科学 2017-03-22 Iulian Vlad Serban , Ryan Lowe , Peter Henderson , Laurent Charlin , Joelle Pineau

Accurate automatic evaluation metrics for open-domain dialogs are in high demand. Existing model-based metrics for system response evaluation are trained on human annotated data, which is cumbersome to collect. In this work, we propose to…

计算与语言 · 计算机科学 2022-03-29 Sarik Ghazarian , Behnam Hedayatnia , Alexandros Papangelis , Yang Liu , Dilek Hakkani-Tur

Despite their widespread adoption, neural conversation models have yet to exhibit natural chat capabilities with humans. In this research, we examine user utterances as causes and generated responses as effects, recognizing that changes in…

计算与语言 · 计算机科学 2023-07-11 Yi-Lin Tuan , Alon Albalak , Wenda Xu , Michael Saxon , Connor Pryor , Lise Getoor , William Yang Wang

Dialog is a natural modality for interaction between customers and businesses in the service industry. As customers call up the service provider, their interactions may be routine or extraordinary. We believe that these interactions, when…

计算与语言 · 计算机科学 2017-08-15 Q Vera Liao , Biplav Srivastava , Pavan Kapanipathi

Conversational recommender systems (CRSs) have become crucial emerging research topics in the field of RSs, thanks to their natural advantages of explicitly acquiring user preferences via interactive conversations and revealing the reasons…

信息检索 · 计算机科学 2023-06-16 Xinghua Qu , Hongyang Liu , Zhu Sun , Xiang Yin , Yew Soon Ong , Lu Lu , Zejun Ma

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…