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Extracting the relevant information out of a large number of documents is a challenging and tedious task. The quality of results generated by the traditionally available full-text search engine and text-based image retrieval systems is not…

信息检索 · 计算机科学 2022-12-05 Riya Gupta , C. V. Jawahar

Readability assessment aims to evaluate the reading difficulty of a text. In recent years, while deep learning technology has been gradually applied to readability assessment, most approaches fail to consider either the length of the text…

计算与语言 · 计算机科学 2025-11-27 Yurui Zheng , Yijun Chen , Shaohong Zhang

While test collections provide the cornerstone for Cranfield-based evaluation of information retrieval (IR) systems, it has become practically infeasible to rely on traditional pooling techniques to construct test collections at the scale…

信息检索 · 计算机科学 2017-09-20 Mucahid Kutlu , Tamer Elsayed , Matthew Lease

Information retrieval (IR) for precision medicine (PM) often involves looking for multiple pieces of evidence that characterize a patient case. This typically includes at least the name of a condition and a genetic variation that applies to…

计算与语言 · 计算机科学 2020-12-18 Jiho Noh , Ramakanth Kavuluru

Searching large digital repositories can be extremely frustrating, as common list-based formats encourage users to adopt a convenience-sampling approach that favours chance discovery and random search, over meaningful exploration. We have…

信息检索 · 计算机科学 2021-02-11 Tanya Howden , Pierre Le Bras , Thomas S. Methven , Stefano Padilla , Mike J. Chantler

Major scandals in corporate history have urged the need for regulatory compliance, where organizations need to ensure that their controls (processes) comply with relevant laws, regulations, and policies. However, keeping track of the…

计算与语言 · 计算机科学 2021-01-27 Ilias Chalkidis , Manos Fergadiotis , Nikolaos Manginas , Eva Katakalou , Prodromos Malakasiotis

Subject classification is an important task to analyze scholarly publications. In general, mainly two kinds of approaches are used: classification at a journal level and classification at the article level. We propose a mixed approach,…

数字图书馆 · 计算机科学 2021-05-12 Eric Jeangirard

Keyword extraction has received an increasing attention as an important research topic which can lead to have advancements in diverse applications such as document context categorization, text indexing and document classification. In this…

Software Engineering activities are information intensive. Research proposes Information Retrieval (IR) techniques to support engineers in their daily tasks, such as establishing and maintaining traceability links, fault identification, and…

软件工程 · 计算机科学 2023-08-24 Michael Unterkalmsteiner , Tony Gorschek , Robert Feldt , Niklas Lavesson

Users increasingly expect modern search systems to offer a unified interface that seamlessly retrieves information from diverse data sources and formats. However, current information retrieval (IR) evaluation benchmarks have not kept pace…

信息检索 · 计算机科学 2026-05-13 Mehmet Deniz Türkmen , Suchana Datta , Dwaipayan Roy , Daniel Hienert , Philipp Mayr , Derek Greene

Contrastive learning has been the dominant approach to training dense retrieval models. In this work, we investigate the impact of ranking context - an often overlooked aspect of learning dense retrieval models. In particular, we examine…

信息检索 · 计算机科学 2023-10-24 George Zerveas , Navid Rekabsaz , Daniel Cohen , Carsten Eickhoff

Re-finding electronic documents from a personal computer is a frequent demand to users. In a simple re-finding task, people can use many methods to retrieve a document, such as navigating directly to the document's folder, searching with a…

信息检索 · 计算机科学 2016-01-28 Gangli Liu , Ling Feng

Two key, but usually ignored, issues for the evaluation of methods of personalization for information retrieval are: that such evaluation must be of a search session as a whole; and, that people, during the course of an information search…

信息检索 · 计算机科学 2018-09-10 Nicholas J. Belkin , Daniel Hienert , Philipp Mayr , Chirag Shah

Retrieval systems for scholarly literature offer the ability for the scientific community to search, explore and download scholarly articles across various scientific disciplines. Mostly used by the experts in the particular field, these…

信息检索 · 计算机科学 2016-01-08 Kriste Krstovski , David A. Smith , Michael J. Kurtz

Publication databases rely on accurate metadata extraction from diverse web sources, yet variations in web layouts and data formats present challenges for metadata providers. This paper introduces CRAWLDoc, a new method for contextual…

计算与语言 · 计算机科学 2025-06-05 Fabian Karl , Ansgar Scherp

With the rapid growth of scientific publications, researchers need to spend more time and effort searching for papers that align with their research interests. To address this challenge, paper recommendation systems have been developed to…

信息检索 · 计算机科学 2025-04-04 Zhelin Xu , Shuhei Yamamoto , Hideo Joho

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…

信息检索 · 计算机科学 2025-08-29 Harshit Mishra , Sucheta Soundarajan

Traditional Information Retrieval (IR) metrics, such as nDCG, MAP, and MRR, assume that human users sequentially examine documents with diminishing attention to lower ranks. This assumption breaks down in Retrieval Augmented Generation…

计算与语言 · 计算机科学 2025-10-27 Giovanni Trappolini , Florin Cuconasu , Simone Filice , Yoelle Maarek , Fabrizio Silvestri

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

信息检索 · 计算机科学 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

Information Retrieval systems can be improved by exploiting context information such as user and document features. This article presents a model based on overlapping probabilistic or fuzzy clusters for such features. The model is applied…

人机交互 · 计算机科学 2011-02-21 Thomas Mandl , Christa Womser-Hacker