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Wikipedia articles are hierarchically organized through categories and lists, providing one of the most comprehensive and universal taxonomy, but its open creation is causing redundancies and inconsistencies. Assigning DBPedia classes to…

Digital Libraries · Computer Science 2023-09-28 Zhaoyi Wang , Zhenyang Zhang , Jiaxin Qin , Mizuho Iwaihara

Wikipedia is a huge opportunity for machine learning, being the largest semi-structured base of knowledge available. Because of this, many works examine its contents, and focus on structuring it in order to make it usable in learning tasks,…

Machine Learning · Computer Science 2020-01-23 Tiphaine Viard , Thomas McLachlan , Hamidreza Ghader , Satoshi Sekine

A distributed classification paradigm known as collaborative tagging has been widely adopted in new Web applications designed to manage and share online resources. Users of these applications organize resources (Web pages, digital…

Information Retrieval · Computer Science 2008-12-04 Ciro Cattuto , Andrea Baldassarri , Vito D. P. Servedio , Vittorio Loreto

Many digital libraries recommend literature to their users considering the similarity between a query document and their repository. However, they often fail to distinguish what is the relationship that makes two documents alike. In this…

Digital Libraries · Computer Science 2020-03-24 Malte Ostendorff , Terry Ruas , Moritz Schubotz , Georg Rehm , Bela Gipp

Online encyclopedia such as Wikipedia has become one of the best sources of knowledge. Much effort has been devoted to expanding and enriching the structured data by automatic information extraction from unstructured text in Wikipedia.…

Information Retrieval · Computer Science 2014-06-26 Kezun Zhang , Yanghua Xiao , Hanghang Tong , Haixun Wang , Wei Wang

We analyze CiteULike, an online collaborative tagging system where users bookmark and annotate scientific papers. Such a system can be naturally represented as a tripartite graph whose nodes represent papers, users and tags connected by…

Physics and Society · Physics 2009-11-13 Andrea Capocci , Guido Caldarelli

Folksonomies - large databases arising from collaborative tagging of items by independent users - are becoming an increasingly important way of categorizing information. In these systems users can tag items with free words, resulting in a…

Physics and Society · Physics 2016-11-23 Gergely Tibély , Péter Pollner , Gergely Palla

Collaborative tagging has recently attracted the attention of both industry and academia due to the popularity of content-sharing systems such as CiteULike, del.icio.us, and Flickr. These systems give users the opportunity to add data items…

Digital Libraries · Computer Science 2007-06-24 Elizeu Santos-Neto , Matei Ripeanu , Adriana Iamnitchi

Our study identifies sentences in Wikipedia articles that are either identical or highly similar by applying techniques for near-duplicate detection of web pages. This is accomplished with a MapReduce implementation of minhash to identify…

Information Retrieval · Computer Science 2014-06-05 Sarah Weissman , Samet Ayhan , Joshua Bradley , Jimmy Lin

Using 16,068 articles in Wikipedia's Medicine Wikiproject, we study the relationship between collaboration and quality. We assess whether certain collaborative patterns are associated with information quality in terms of self-evaluated…

Social and Information Networks · Computer Science 2012-04-17 Gerald C. Kane , Sam Ransbotham

In this paper we present our web application SeRE designed to explore semantically related concepts. Wikipedia and DBpedia are rich data sources to extract related entities for a given topic, like in- and out-links, broader and narrower…

Computation and Language · Computer Science 2015-04-28 Daniel Hienert , Dennis Wegener , Siegfried Schomisch

Social bookmarking systems allow users to organise collections of resources on the Web in a collaborative fashion. The increasing popularity of these systems as well as first insights into their emergent semantics have made them relevant to…

Digital Libraries · Computer Science 2008-05-15 Ciro Cattuto , Dominik Benz , Andreas Hotho , Gerd Stumme

Wikipedia, the largest open-collaborative online encyclopedia, is a corpus of documents bound together by internal hyperlinks. These links form the building blocks of a large network whose structure contains important information on the…

Information Retrieval · Computer Science 2021-05-26 Robin Brochier , Frédéric Béchet

Managing the semantic quality of the categorization in large textual datasets, such as Wikipedia, presents significant challenges in terms of complexity and cost. In this paper, we propose leveraging transformer models to distill semantic…

Computation and Language · Computer Science 2024-04-26 Zineddine Bettouche , Anas Safi , Andreas Fischer

The Internet has significantly expanded the potential for global collaboration, allowing millions of users to contribute to collective projects like Wikipedia. While prior work has assessed the success of online collaborations, most…

Computers and Society · Computer Science 2025-03-17 Abraham Israeli , David Jurgens , Daniel Romero

In this paper, we develop a decision support system for the hierarchical text classification. We consider text collections with a fixed hierarchical structure of topics given by experts in the form of a tree. The system sorts the topics by…

Machine Learning · Computer Science 2024-06-24 Arsentii Kuzmin , Alexander Aduenko , Vadim Strijov

Tags are short sequences of words allowing to describe textual and non-texual resources such as as music, image or book. Tags could be used by machine information retrieval systems to access quickly a document. These tags can be used to…

Information Retrieval · Computer Science 2021-10-22 Gaëlle Candel , David Naccache

Hoaxes are a recognised form of disinformation created deliberately, with potential serious implications in the credibility of reference knowledge resources such as Wikipedia. What makes detecting Wikipedia hoaxes hard is that they often…

Computation and Language · Computer Science 2024-09-02 Hsuvas Borkakoty , Luis Espinosa-Anke

This study presents a comparative analysis of 55 Wikipedia language editions employing a citation index alongside a synthetic quality measure. Specifically, we identified the most significant Wikipedia articles within distinct topical…

Information Retrieval · Computer Science 2025-05-23 Włodzimierz Lewoniewski , Krzysztof Węcel , Witold Abramowicz

We present a new concept - Wikiometrics - the derivation of metrics and indicators from Wikipedia. Wikipedia provides an accurate representation of the real world due to its size, structure, editing policy and popularity. We demonstrate an…

Digital Libraries · Computer Science 2016-01-11 Gilad Katz , Lior Rokach