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Searching for and making decisions about information is becoming increasingly difficult as the amount of information and number of choices increases. Recommendation systems help users find items of interest of a particular type, such as…

Information Retrieval · Computer Science 2011-07-04 M. H. Goker , P. Langley , C. A. Thompson

Through proliferation on smartphones and smart speakers, intelligent personal assistants (IPAs) have made speech a common interaction modality. Yet, due to linguistic coverage and varying levels of functionality, many speakers engage with…

Human-Computer Interaction · Computer Science 2020-06-12 Yunhan Wu , Justin Edwards , Orla Cooney , Anna Bleakley , Philip R. Doyle , Leigh Clark , Daniel Rough , Benjamin R. Cowan

Despite the growth of e-commerce, brick-and-mortar stores are still the preferred destinations for many people. In this paper, we present ISA, a mobile-based intelligent shopping assistant that is designed to improve shopping experience in…

Computation and Language · Computer Science 2020-09-24 Tuan Manh Lai , Trung Bui , Nedim Lipka

Intelligent recommendation and reminder systems are the need of the fast-pacing life. Current intelligent systems such as Siri, Google Assistant, Microsoft Cortona, etc., have limited capability. For example, if you want to wake up at 6 am…

Information Retrieval · Computer Science 2021-08-16 Rohan Saxena , Maheep Chaudhary , Chandresh Kumar Maurya , Shitala Prasad

Natural language programming is a promising approach to enable end users to instruct new tasks for intelligent agents. However, our formative study found that end users would often use unclear, ambiguous or vague concepts when naturally…

Human-Computer Interaction · Computer Science 2020-07-15 Toby Jia-Jun Li , Marissa Radensky , Justin Jia , Kirielle Singarajah , Tom M. Mitchell , Brad A. Myers

Providing user-understandable explanations to justify recommendations could help users better understand the recommended items, increase the system's ease of use, and gain users' trust. A typical approach to realize it is natural language…

Information Retrieval · Computer Science 2023-01-16 Lei Li , Yongfeng Zhang , Li Chen

Individuals with similar qualifications and skills may vary in their demeanor, or outward manner: some tend toward self-promotion while others are modest to the point of omitting crucial information. Comparing the self-descriptions of…

Machine Learning · Computer Science 2026-02-26 Elbert Du , Cynthia Dwork , Lunjia Hu , Reid McIlroy-Young , Han Shao , Linjun Zhang

Information access systems, such as search engines, recommender systems, and conversational assistants, have become integral to our daily lives as they help us satisfy our information needs. However, evaluating the effectiveness of these…

Human-Computer Interaction · Computer Science 2026-04-21 Krisztian Balog , ChengXiang Zhai

Voice Assistants aim to fulfill user requests by choosing the best intent from multiple options generated by its Automated Speech Recognition and Natural Language Understanding sub-systems. However, voice assistants do not always produce…

Machine Learning · Computer Science 2020-05-05 Raviteja Anantha , Srinivas Chappidi , William Dawoodi

In many settings -- like market research and social choice -- people may be presented with unfamiliar options. Classical mechanisms may perform poorly because they fail to incentivize people to learn about these options, or worse, encourage…

Theoretical Economics · Economics 2025-07-22 Modibo K. Camara , Nicole Immorlica , Brendan Lucier

The Managed Care system within Medicaid (US Healthcare) uses Request For Proposals (RFP) to award contracts for various healthcare and related services. RFP responses are very detailed documents (hundreds of pages) submitted by competing…

Computation and Language · Computer Science 2022-06-01 Subhadip Maji , Anudeep Srivatsav Appe , Raghav Bali , Veera Raghavendra Chikka , Arijit Ghosh Chowdhury , Vamsi M Bhandaru

Clarification resolution plays an important role in various information retrieval tasks such as interactive question answering and conversational search. In such context, the user often formulates their information needs as short and…

Computation and Language · Computer Science 2021-10-29 Hadrien Lautraite , Nada Naji , Louis Marceau , Marc Queudot , Eric Charton

AI recommender systems are sought for decision support by providing suggestions to operators responsible for making final decisions. However, these systems are typically considered black boxes, and are often presented without any context or…

Human-Computer Interaction · Computer Science 2023-10-18 Divya K. Srivastava , J. Mason Lilly , Karen M. Feigh

Personal assistant systems, such as Apple Siri, Google Assistant, Amazon Alexa, and Microsoft Cortana, are becoming ever more widely used. Understanding user intent such as clarification questions, potential answers and user feedback in…

Information Retrieval · Computer Science 2020-02-06 Liu Yang , Minghui Qiu , Chen Qu , Cen Chen , Jiafeng Guo , Yongfeng Zhang , W. Bruce Croft , Haiqing Chen

Currently, adaptive voice applications supported by voice assistants (VA) are very popular (i.e., Alexa skills and Google Home Actions). Under this circumstance, how to design and evaluate these voice interactions well is very important. In…

Human-Computer Interaction · Computer Science 2019-06-05 Xu Han , Tom Yeh

Building reliable conversational AI assistants for customer-facing industries remains challenging due to noisy conversational data, fragmented knowledge, and the requirement for accurate human hand-off - particularly in domains that depend…

Computation and Language · Computer Science 2026-02-19 Krittin Pachtrachai , Petmongkon Pornpichitsuwan , Wachiravit Modecrua , Touchapon Kraisingkorn

Most existing dialogue systems are user-driven, primarily designed to fulfill user requests. However, in many critical real-world scenarios, a conversational agent must proactively extract information to achieve its own objectives rather…

Computation and Language · Computer Science 2026-05-18 Xubo Lin , Zezhi Deng , Shihao Wang , Grace Hui Yang , Yang Deng

Standard NLP tasks do not incorporate several common real-world scenarios such as seeking clarifications about the question, taking advantage of clues, abstaining in order to avoid incorrect answers, etc. This difference in task formulation…

Computation and Language · Computer Science 2021-07-02 Neeraj Varshney , Swaroop Mishra , Chitta Baral

Machine learning (ML) is nowadays widely used for different purposes and in several disciplines. From self-driving cars to automated medical diagnosis, machine learning models extensively support users' daily activities, and software…

Software Engineering · Computer Science 2023-08-28 Laura Cabra-Acela , Anamaria Mojica-Hanke , Mario Linares-Vásquez , Steffen Herbold

Voice-controlled dialog systems have become immensely popular due to their ability to perform a wide range of actions in response to diverse user queries. These agents possess a predefined set of skills or intents to fulfill specific user…

Computation and Language · Computer Science 2026-03-17 Ankan Mullick , Sukannya Purkayastha , Saransh Sharma , Pawan Goyal , Niloy Ganguly