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In Web retrieval, there are many cases of competition between authors of Web documents: their incentive is to have their documents highly ranked for queries of interest. As such, the Web is a prominent example of a competitive search…

Information Retrieval · Computer Science 2025-01-28 Tommy Mordo , Itamar Reinman , Moshe Tennenholtz , Oren Kurland

Generative retrieval introduces a groundbreaking paradigm to document retrieval by directly generating the identifier of a pertinent document in response to a specific query. This paradigm has demonstrated considerable benefits and…

Information Retrieval · Computer Science 2024-10-28 Mingming Li , Huimu Wang , Zuxu Chen , Guangtao Nie , Yiming Qiu , Guoyu Tang , Lin Liu , Jingwei Zhuo

Despite their important role in online information search, search query suggestions have not been researched as much as most other aspects of search engines. Although reasons for this are multi-faceted, the sparseness of context and the…

Information Retrieval · Computer Science 2026-01-07 Fabian Haak , Philipp Schaer

Topic relevance between query and document is a very important part of social search, which can evaluate the degree of matching between document and user's requirement. In most social search scenarios such as Dianping, modeling search…

Information Retrieval · Computer Science 2025-12-11 Yizhu Liu , Ran Tao , Shengyu Guo , Yifan Yang

The way Wikipedia's contributors think can influence how they describe individuals resulting in a bias based on gender. We use a machine learning model to prove that there is a difference in how women and men are portrayed on Wikipedia.…

Computers and Society · Computer Science 2022-11-15 Natalie Bolón Brun , Sofia Kypraiou , Natalia Gullón Altés , Irene Petlacalco Barrios

In many real-world scenarios, query results must satisfy domain-specific constraints. For instance, a minimum percentage of interview candidates selected based on their qualifications should be female. These requirements can be expressed as…

Databases · Computer Science 2025-11-04 Shatha Algarni , Boris Glavic , Seokki Lee , Adriane Chapman

Modern IR systems are an extremely important tool for seeking information. In addition to search, such systems include a number of query reformulation methods, such as query expansion and query recommendations, to provide high quality…

Information Retrieval · Computer Science 2025-08-29 Harshit Mishra , Sucheta Soundarajan

Search engines play a central role in routing political information to citizens. The algorithmic personalization of search results by large search engines like Google implies that different users may be offered systematically different…

General Economics · Economics 2022-09-29 Ulrich Matter , Roland Hodler , Johannes Ladwig

Query expansion is a functionality of search engines that suggests a set of related queries for a user-issued keyword query. Typical corpus-driven keyword query expansion approaches return popular words in the results as expanded queries.…

Information Retrieval · Computer Science 2011-04-19 Ziyang Liu , Sivaramakrishnan Natarajan , Yi Chen

Query reformulation is a key mechanism to alleviate the linguistic chasm of query in ad-hoc retrieval. Among various solutions, query reduction effectively removes extraneous terms and specifies concise user intent from long queries.…

Information Retrieval · Computer Science 2023-05-23 Hye-young Kim , Minjin Choi , Sunkyung Lee , Eunseong Choi , Young-In Song , Jongwuk Lee

The major task of any e-commerce search engine is to retrieve the most relevant inventory items, which best match the user intent reflected in a query. This task is non-trivial due to many reasons, including ambiguous queries, misaligned…

Machine Learning · Computer Science 2025-07-15 Md. Ahsanul Kabir , Mohammad Al Hasan , Aritra Mandal , Liyang Hao , Ishita Khan , Daniel Tunkelang , Zhe Wu

Personalized search provides a potentially powerful tool, however, it is limited due to the large number of roles that a person has: parent, employee, consumer, etc. We present the role-relevance algorithm: a search technique that favors…

Information Retrieval · Computer Science 2018-05-01 Christopher A. George , Onur Ozdemir , Connie Fournelle , Kendra E. Moore

Ranking algorithms are deployed widely to order a set of items in applications such as search engines, news feeds, and recommendation systems. Recent studies, however, have shown that, left unchecked, the output of ranking algorithms can…

Data Structures and Algorithms · Computer Science 2018-07-31 L. Elisa Celis , Damian Straszak , Nisheeth K. Vishnoi

Over the last fifteen years, web searching has seen tremendous improvements. Starting from a nearly random collection of matching pages in 1995, today, search engines tend to satisfy the user's informational need on well-formulated queries.…

Information Retrieval · Computer Science 2011-09-05 Margareta Ackerman , David Loker , Alejandro Lopez-Ortiz

Conversational search seeks to retrieve relevant passages for the given questions in conversational question answering. Conversational Query Reformulation (CQR) improves conversational search by refining the original queries into…

Computation and Language · Computer Science 2025-05-16 Jeonghyun Park , Hwanhee Lee

In conversational search, the user's real search intent for the current turn is dependent on the previous conversation history. It is challenging to determine a good search query from the whole conversation context. To avoid the expensive…

Information Retrieval · Computer Science 2024-01-30 Fengran Mo , Kelong Mao , Yutao Zhu , Yihong Wu , Kaiyu Huang , Jian-Yun Nie

Software developers frequently issue generic natural language queries for code search while using code search engines (e.g., GitHub native search, Krugle). Such queries often do not lead to any relevant results due to vocabulary mismatch…

Software Engineering · Computer Science 2018-07-25 Mohammad Masudur Rahman , Chanchal K. Roy

As the use of online platforms continues to grow across all demographics, users often express a desire to feel represented in the content. To improve representation in search results and recommendations, we introduce end-to-end…

Information Retrieval · Computer Science 2023-05-29 Pedro Silva , Bhawna Juneja , Shloka Desai , Ashudeep Singh , Nadia Fawaz

Online advertising on platforms such as Google or Facebook has become an indispensable outreach tool, including for applications where it is desirable to engage different demographics in an equitable fashion, such as hiring, housing, civic…

Computer Science and Game Theory · Computer Science 2020-06-15 Lodewijk Gelauff , Ashish Goel , Kamesh Munagala , Sravya Yandamuri

Correctly resolving textual mentions of people fundamentally entails making inferences about those people. Such inferences raise the risk of systemic biases in coreference resolution systems, including biases that can harm binary and…

Computation and Language · Computer Science 2020-12-03 Yang Trista Cao , Hal Daumé
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