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How can we better understand the mechanisms behind multi-turn information seeking dialogues? How can we use these insights to design a dialogue system that does not require explicit query formulation upfront as in question answering? To…

Information Retrieval · Computer Science 2020-12-08 Svitlana Vakulenko , Vadim Savenkov , Maarten de Rijke

Question answering systems are recognized as popular and frequently effective means of information seeking on the web. In such systems, information seekers can receive a concise response to their query by presenting their questions in…

Computation and Language · Computer Science 2024-04-22 Giovanni Maria Biancofiore , Yashar Deldjoo , Tommaso Di Noia , Eugenio Di Sciascio , Fedelucio Narducci

A good dialogue agent should have the ability to interact with users by both responding to questions and by asking questions, and importantly to learn from both types of interaction. In this work, we explore this direction by designing a…

Computation and Language · Computer Science 2017-02-14 Jiwei Li , Alexander H. Miller , Sumit Chopra , Marc'Aurelio Ranzato , Jason Weston

Despite end-to-end neural systems making significant progress in the last decade for task-oriented as well as chit-chat based dialogue systems, most dialogue systems rely on hybrid approaches which use a combination of rule-based, retrieval…

Computation and Language · Computer Science 2021-05-07 Ashish Shrivastava , Kaustubh Dhole , Abhinav Bhatt , Sharvani Raghunath

Even the best information retrieval model cannot always identify the most useful answers to a user query. This is in particular the case with web search systems, where it is known that users tend to minimise their effort to access relevant…

Information Retrieval · Computer Science 2009-06-23 B. Piwowarski , M. Lalmas

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

With the rise in mobile and voice search, answer passage retrieval acts as a critical component of an effective information retrieval system for open domain question answering. Currently, there are no comparable collections that address…

Information Retrieval · Computer Science 2018-05-11 Daniel Cohen , Liu Yang , W. Bruce Croft

Considering the widespread use of mobile and voice search, answer passage retrieval for non-factoid questions plays a critical role in modern information retrieval systems. Despite the importance of the task, the community still feels the…

Information Retrieval · Computer Science 2019-08-20 Helia Hashemi , Mohammad Aliannejadi , Hamed Zamani , W. Bruce Croft

Open-domain dialog systems (also known as chatbots) have increasingly drawn attention in natural language processing. Some of the recent work aims at incorporating affect information into sequence-to-sequence neural dialog modeling, making…

Computation and Language · Computer Science 2020-06-25 Yubo Xie , Ekaterina Svikhnushina , Pearl Pu

Ranking tasks are usually based on the text of the main body of the page and the actions (clicks) of users on the page. There are other elements that could be leveraged to better contextualise the ranking experience (e.g. text in other…

Information Retrieval · Computer Science 2020-11-20 Kentaro Takiguchi , Niall Twomey , Luis M. Vaquero

Modern online platforms rely on effective rating systems to learn about items. We consider the optimal design of rating systems that collect binary feedback after transactions. We make three contributions. First, we formalize the…

Machine Learning · Computer Science 2019-04-09 Nikhil Garg , Ramesh Johari

Conversational interfaces that allow for intuitive and comprehensive access to digitally stored information remain an ambitious goal. In this thesis, we lay foundations for designing conversational search systems by analyzing the…

Information Retrieval · Computer Science 2019-12-17 Svitlana Vakulenko

Intelligent assistants change the way people interact with computers and make it possible for people to search for products through conversations when they have purchase needs. During the interactions, the system could ask questions on…

Information Retrieval · Computer Science 2019-09-06 Keping Bi , Qingyao Ai , Yongfeng Zhang , W. Bruce Croft

In an information-seeking conversation, a user may ask questions that are under-specified or unanswerable. An ideal agent would interact by initiating different response types according to the available knowledge sources. However, most…

Computation and Language · Computer Science 2023-06-26 Zeqiu Wu , Ryu Parish , Hao Cheng , Sewon Min , Prithviraj Ammanabrolu , Mari Ostendorf , Hannaneh Hajishirzi

Intelligent personal assistant systems with either text-based or voice-based conversational interfaces are becoming increasingly popular around the world. Retrieval-based conversation models have the advantages of returning fluent and…

Information Retrieval · Computer Science 2018-05-10 Liu Yang , Minghui Qiu , Chen Qu , Jiafeng Guo , Yongfeng Zhang , W. Bruce Croft , Jun Huang , Haiqing Chen

Images and text in advertisements interact in complex, non-literal ways. The two channels are usually complementary, with each channel telling a different part of the story. Current approaches, such as image captioning methods, only examine…

Computer Vision and Pattern Recognition · Computer Science 2018-07-24 Mingda Zhang , Rebecca Hwa , Adriana Kovashka

User-machine interaction is important for spoken content retrieval. For text content retrieval, the user can easily scan through and select on a list of retrieved item. This is impossible for spoken content retrieval, because the retrieved…

Computation and Language · Computer Science 2016-09-20 Yen-Chen Wu , Tzu-Hsiang Lin , Yang-De Chen , Hung-Yi Lee , Lin-Shan Lee

Multimodal chatbots have become one of the major topics for dialogue systems in both research community and industry. Recently, researchers have shed light on the multimodality of responses as well as dialogue contexts. This work explores…

Computation and Language · Computer Science 2026-05-05 Seongbo Jang , Seonghyeon Lee , Dongha Lee , Hwanjo Yu

Intelligent personal assistant systems that are able to have multi-turn conversations with human users are becoming increasingly popular. Most previous research has been focused on using either retrieval-based or generation-based methods to…

Information Retrieval · Computer Science 2019-08-27 Liu Yang , Junjie Hu , Minghui Qiu , Chen Qu , Jianfeng Gao , W. Bruce Croft , Xiaodong Liu , Yelong Shen , Jingjing Liu

Search engine researchers typically depict search as the solitary activity of an individual searcher. In contrast, results from our critical-incident survey of 150 users on Amazon's Mechanical Turk service suggest that social interactions…

Information Retrieval · Computer Science 2009-08-06 Brynn M. Evans , Ed H. Chi
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