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The search engine evaluation research has quite a lot metrics available to it. Only recently, the question of the significance of individual metrics started being raised, as these metrics' correlations to real-world user experiences or…

Information Retrieval · Computer Science 2013-02-12 Pavel Sirotkin

Information retrieval (IR) systems need to constantly update their knowledge as target objects and user queries change over time. Due to the power-law nature of linguistic data, learning lexical concepts is a problem resisting standard…

Artificial Intelligence · Computer Science 2019-11-01 Jacopo Tagliabue , Reuben Cohn-Gordon

Personalized conversational information retrieval (CIR) systems aim to satisfy users' complex information needs through multi-turn interactions by considering user profiles. However, not all search queries require personalization. The…

Information Retrieval · Computer Science 2025-08-13 Fengran Mo , Yuchen Hui , Yuxing Tian , Zhaoxuan Tan , Chuan Meng , Zhan Su , Kaiyu Huang , Jian-Yun Nie

The use of natural language interfaces in the field of human-computer interaction is undergoing intense study through dedicated scientific and industrial research. The latest contributions in the field, including deep learning approaches…

Computation and Language · Computer Science 2024-02-07 Quim Motger , Xavier Franch , Jordi Marco

Searching for new information requires talking to the system. In this research, an Open-domain Conversational information search system has been developed. This system has been implemented using the TREC CAsT 2019 track, which is one of the…

Information Retrieval · Computer Science 2021-03-01 Omid Mohammadi Kia , Mahmood Neshati , Mahsa Soudi Alamdari

Human-centered explainability has become a critical foundation for the responsible development of interactive information systems, where users must be able to understand, interpret, and scrutinize AI-driven outputs to make informed…

Human-Computer Interaction · Computer Science 2025-07-04 Yuhao Zhang , Jiaxin An , Ben Wang , Yan Zhang , Jiqun Liu

At its core, information access and seeking is an interactive process. In existing search engines, interactions are limited to a few pre-defined actions, such as "requery", "click on a document", "scrolling up/down", "going to the next…

Information Retrieval · Computer Science 2024-07-17 Mohammad Aliannejadi , Jacek Gwizdka , Hamed Zamani

The field of conversational information seeking, which is rapidly gaining interest in both academia and industry, is changing how we interact with search engines through natural language interactions. Existing datasets and methods are…

Information Retrieval · Computer Science 2024-05-13 Chris Samarinas , Hamed Zamani

Conversational search provides a more convenient interface for users to search by allowing multi-turn interaction with the search engine. However, the effectiveness of the conversational dense retrieval methods is limited by the scarcity of…

Information Retrieval · Computer Science 2024-03-19 Fengran Mo , Bole Yi , Kelong Mao , Chen Qu , Kaiyu Huang , Jian-Yun Nie

Inspired by conversational reading comprehension (CRC), this paper studies a novel task of leveraging reviews as a source to build an agent that can answer multi-turn questions from potential consumers of online businesses. We first build a…

Computation and Language · Computer Science 2019-11-07 Hu Xu , Bing Liu , Lei Shu , Philip S. Yu

Conversational recommender systems (CRSs) are able to elicit user preferences through multi-turn dialogues. They typically incorporate external knowledge and pre-trained language models to capture the dialogue context. Most CRS approaches,…

Information Retrieval · Computer Science 2024-09-18 Xiaoyu Zhang , Ruobing Xie , Yougang Lyu , Xin Xin , Pengjie Ren , Mingfei Liang , Bo Zhang , Zhanhui Kang , Maarten de Rijke , Zhaochun Ren

Continuous speech separation (CSS) is a recently proposed framework which aims at separating each speaker from an input mixture signal in a streaming fashion. Hereafter we perform an evaluation study on practical design considerations for a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-01 Giovanni Morrone , Samuele Cornell , Enrico Zovato , Alessio Brutti , Stefano Squartini

Large Language Models (LLMs) are transforming search engines into Conversational Search Engines (CSE). Consequently, Search Engine Optimization (SEO) is being shifted into Conversational Search Engine Optimization (C-SEO). We are beginning…

Computation and Language · Computer Science 2025-10-22 Haritz Puerto , Martin Gubri , Tommaso Green , Seong Joon Oh , Sangdoo Yun

User simulation has long played a vital role in computer science due to its potential to support a wide range of applications. Language, as the primary medium of human communication, forms the foundation of social interaction and behavior.…

Conversational Recommender Systems (CRSs) have become increasingly popular as a powerful tool for providing personalized recommendation experiences. By directly engaging with users in a conversational manner to learn their current and…

Information Retrieval · Computer Science 2025-03-04 Allen Lin , Jianling Wang , Ziwei Zhu , James Caverlee

Recommender systems are embracing conversational technologies to obtain user preferences dynamically, and to overcome inherent limitations of their static models. A successful Conversational Recommender System (CRS) requires proper handling…

Information Retrieval · Computer Science 2020-02-24 Wenqiang Lei , Xiangnan He , Yisong Miao , Qingyun Wu , Richang Hong , Min-Yen Kan , Tat-Seng Chua

The growing popularity of language models has sparked interest in conversational recommender systems (CRS) within both industry and research circles. However, concerns regarding biases in these systems have emerged. While individual…

Information Retrieval · Computer Science 2023-09-07 Armin Moradi , Golnoosh Farnadi

Any organization needs to improve their products, services, and processes. In this context, engaging with customers and understanding their journey is essential. Organizations have leveraged various techniques and technologies to support…

Computation and Language · Computer Science 2022-12-08 Sahar Moradizeyveh

Establishing evaluation schemes for spoken dialogue systems is important, but it can also be challenging. While subjective evaluations are commonly used in user experiments, objective evaluations are necessary for research comparison and…

Computation and Language · Computer Science 2024-01-24 Koji Inoue , Divesh Lala , Keiko Ochi , Tatsuya Kawahara , Gabriel Skantze

The ability to engage in mixed-initiative interaction is one of the core requirements for a conversational search system. How to achieve this is poorly understood. We propose a set of unsupervised metrics, termed ConversationShape, that…

Information Retrieval · Computer Science 2020-05-27 Svitlana Vakulenko , Evangelos Kanoulas , Maarten de Rijke
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