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Conversational recommender systems have demonstrated great success. They can accurately capture a user's current detailed preference -- through a multi-round interaction cycle -- to effectively guide users to a more personalized…

信息检索 · 计算机科学 2022-08-23 Allen Lin , Ziwei Zhu , Jianling Wang , James Caverlee

Conversational search presents opportunities to support users in their search activities to improve the effectiveness and efficiency of search while reducing their cognitive load. Limitations of the potential competency of conversational…

人机交互 · 计算机科学 2021-04-12 Abhishek Kaushik , Gareth J. F. Jones

Humans quite frequently interact with conversational agents. The rapid advancement in generative language modeling through neural networks has helped advance the creation of intelligent conversational agents. Researchers typically evaluate…

计算与语言 · 计算机科学 2020-02-27 Sashank Santhanam , Alireza Karduni , Samira Shaikh

The rise of wearable smart devices raises unprecedented opportunities for self-improvement through ubiquitous behavior tracking and guidance. However, the design of effective wearable behavior intervention systems remains relatively…

人机交互 · 计算机科学 2025-07-08 Zhang Youpeng , Nuwan Janaka , Ashwin Ram , Yin Peilin , Tian Yang , Shengdong Zhao , Pierre Dragicevic

Conversational recommender systems aim to interactively support online users in their information search and decision-making processes in an intuitive way. With the latest advances in voice-controlled devices, natural language processing,…

信息检索 · 计算机科学 2022-10-31 Dietmar Jannach

This research draws upon cognitive psychology and information systems studies to anticipate user engagement and decision-making on digital platforms. By employing natural language processing (NLP) techniques and insights from cognitive bias…

人机交互 · 计算机科学 2023-07-28 Nimrod Dvir , Elaine Friedman , Suraj Commuri , Fan Yang , Jennifer Romano

Conversational recommender systems offer the promise of interactive, engaging ways for users to find items they enjoy. We seek to improve conversational recommendation via three dimensions: 1) We aim to mimic a common mode of human…

计算与语言 · 计算机科学 2021-12-13 Shuyang Li , Bodhisattwa Prasad Majumder , Julian McAuley

Conversational Product Search ( CPS ) systems interact with users via natural language to offer personalized and context-aware product lists. However, most existing research on CPS is limited to simulated conversations, due to the lack of a…

计算与语言 · 计算机科学 2025-04-29 Jie Zou , Mohammad Aliannejadi , Evangelos Kanoulas , Shuxi Han , Heli Ma , Zheng Wang , Yang Yang , Heng Tao Shen

Crowdsourcing can identify high-quality solutions to problems; however, individual decisions are constrained by cognitive biases. We investigate some of these biases in an experimental model of a question-answering system. In both natural…

人机交互 · 计算机科学 2019-10-02 Keith Burghardt , Tad Hogg , Kristina Lerman

Large language models (LLMs) powered conversational search systems have already been used by hundreds of millions of people, and are believed to bring many benefits over conventional search. However, while decades of research and public…

计算与语言 · 计算机科学 2024-02-13 Nikhil Sharma , Q. Vera Liao , Ziang Xiao

Human society had a long history of suffering from cognitive biases leading to social prejudices and mass injustice. The prevalent existence of cognitive biases in large volumes of historical data can pose a threat of being manifested as…

计算机与社会 · 计算机科学 2020-07-29 Procheta Sen , Debasis Ganguly

Conversational recommender systems (CRSs) provide users with an interactive means to express preferences and receive real-time personalized recommendations. The success of these systems is heavily influenced by the preference elicitation…

人机交互 · 计算机科学 2025-04-22 Ivica Kostric , Krisztian Balog , Ujwal Gadiraju

Conversational AI models are becoming increasingly popular and are about to replace traditional search engines for information retrieval and product discovery. This raises concerns about monetization strategies and the potential for subtle…

综合经济学 · 经济学 2024-09-19 Tobias Werner , Ivan Soraperra , Emilio Calvano , David C. Parkes , Iyad Rahwan

Recommender systems exploit interaction history to estimate user preference, having been heavily used in a wide range of industry applications. However, static recommendation models are difficult to answer two important questions well due…

信息检索 · 计算机科学 2021-09-27 Chongming Gao , Wenqiang Lei , Xiangnan He , Maarten de Rijke , Tat-Seng Chua

Interactive communication (IC), i.e., the reciprocal exchange of information between two or more interactive partners, is a fundamental part of human nature. As such, it has been studied across multiple scientific disciplines with different…

Detecting biases in the outputs produced by generative models is essential to reduce the potential risks associated with their application in critical settings. However, the majority of existing methodologies for identifying biases in…

计算与语言 · 计算机科学 2025-02-04 Erica Coppolillo , Giuseppe Manco , Luca Maria Aiello

Numerous studies have shown that machine learning algorithms can latch onto protected attributes such as race and gender and generate predictions that systematically discriminate against one or more groups. To date the majority of bias and…

机器学习 · 计算机科学 2022-05-18 Matheus Schmitz , Rehan Ahmed , Jimi Cao

The advent of Large Language Models (LLMs) has revolutionized product recommenders, yet their susceptibility to adversarial manipulation poses critical challenges, particularly in real-world commercial applications. Our approach is the…

计算与语言 · 计算机科学 2025-10-23 Giorgos Filandrianos , Angeliki Dimitriou , Maria Lymperaiou , Konstantinos Thomas , Giorgos Stamou

Human-object interaction recognition aims for identifying the relationship between a human subject and an object. Researchers incorporate global scene context into the early layers of deep Convolutional Neural Networks as a solution. They…

计算机视觉与模式识别 · 计算机科学 2020-10-20 Mert Kilickaya , Noureldien Hussein , Efstratios Gavves , Arnold Smeulders

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…

信息检索 · 计算机科学 2024-05-13 Chris Samarinas , Hamed Zamani