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Wikipedia is the largest web repository of free knowledge. Volunteer editors devote time and effort to creating and expanding articles in more than 300 language editions. As content quality varies from article to article, editors also spend…

Computers and Society · Computer Science 2024-04-16 Paramita Das , Isaac Johnson , Diego Saez-Trumper , Pablo Aragón

English Wikipedia has long been an important data source for much research and natural language machine learning modeling. The growth of non-English language editions of Wikipedia, greater computational resources, and calls for equity in…

Computers and Society · Computer Science 2022-04-07 Isaac Johnson , Emily Lescak

When it comes to factual knowledge about a wide range of domains, Wikipedia is often the prime source of information on the web. DBpedia and YAGO, as large cross-domain knowledge graphs, encode a subset of that knowledge by creating an…

Information Retrieval · Computer Science 2020-04-02 Nicolas Heist , Heiko Paulheim

In this work, we open up the DAWT dataset - Densely Annotated Wikipedia Texts across multiple languages. The annotations include labeled text mentions mapping to entities (represented by their Freebase machine ids) as well as the type of…

Information Retrieval · Computer Science 2017-03-06 Nemanja Spasojevic , Preeti Bhargava , Guoning Hu

Networks of documents connected by hyperlinks, such as Wikipedia, are ubiquitous. Hyperlinks are inserted by the authors to enrich the text and facilitate the navigation through the network. However, authors tend to insert only a fraction…

Computation and Language · Computer Science 2022-06-02 Jean Dupuy , Adrien Guille , Julien Jacques

A fundamental ability of an intelligent web-based agent is seeking out and acquiring new information. Internet search engines reliably find the correct vicinity but the top results may be a few links away from the desired target. A…

Entity linking involves aligning textual mentions of named entities to their corresponding entries in a knowledge base. Entity linking systems often exploit relations between textual mentions in a document (e.g., coreference) to decide if…

Computation and Language · Computer Science 2018-05-01 Phong Le , Ivan Titov

Information presented in Wikipedia articles must be attributable to reliable published sources in the form of references. This study examines over 5 million Wikipedia articles to assess the reliability of references in multiple language…

Computers and Society · Computer Science 2023-09-06 Aitolkyn Baigutanova , Diego Saez-Trumper , Miriam Redi , Meeyoung Cha , Pablo Aragón

In this paper, we propose CHOLAN, a modular approach to target end-to-end entity linking (EL) over knowledge bases. CHOLAN consists of a pipeline of two transformer-based models integrated sequentially to accomplish the EL task. The first…

Computation and Language · Computer Science 2021-02-09 Manoj Prabhakar Kannan Ravi , Kuldeep Singh , Isaiah Onando Mulang' , Saeedeh Shekarpour , Johannes Hoffart , Jens Lehmann

Wikipedia is among the largest examples of collective intelligence on the Web with over 61 million articles covering over 320 languages. Although edited and maintained by an active workforce of human volunteers, Wikipedia is highly reliant…

Human-Computer Interaction · Computer Science 2025-09-29 Neal Reeves , Elena Simperl

We present WikiReading, a large-scale natural language understanding task and publicly-available dataset with 18 million instances. The task is to predict textual values from the structured knowledge base Wikidata by reading the text of the…

Computation and Language · Computer Science 2017-03-17 Daniel Hewlett , Alexandre Lacoste , Llion Jones , Illia Polosukhin , Andrew Fandrianto , Jay Han , Matthew Kelcey , David Berthelot

Wikipedia relies on an extensive review process to verify that the content of each individual page is unbiased and presents a neutral point of view. Less attention has been paid to possible biases in the hyperlink structure of Wikipedia,…

Social and Information Networks · Computer Science 2022-04-04 Cristina Menghini , Aris Anagnostopoulos , Eli Upfal

Wikipedia is one of the most visited websites globally, yet its role beyond its own platform remains largely unexplored. In this paper, we present the first large-scale analysis of how Wikipedia is referenced across the Web. Using a dataset…

Social and Information Networks · Computer Science 2025-05-23 Veniamin Veselovsky , Tiziano Piccardi , Ashton Anderson , Robert West , Akhil Arora

With more than 11 times as many pageviews as the next largest edition, English Wikipedia dominates global knowledge access relative to other language editions. Readers are prone to assuming English Wikipedia as a superset of all language…

Human-Computer Interaction · Computer Science 2026-01-21 Zining Wang , Yuxuan Zhang , Dongwook Yoon , Nicholas Vincent , Farhan Samir , Vered Shwartz

The exponential increase in the usage of Wikipedia as a key source of scientific knowledge among the researchers is making it absolutely necessary to metamorphose this knowledge repository into an integral and self-contained source of…

Computation and Language · Computer Science 2018-06-18 Abhik Jana , Pranjal Kanojiya , Pawan Goyal , Animesh Mukherjee

Carrying out research tasks is only inadequately supported, if not hindered, by current web search engines. This paper therefore proposes functional extensions of WebMap, a semantically induced overlay linking structure on the web to…

Information Retrieval · Computer Science 2025-04-15 Shiraj Pokharel , Georg P. Roßrucker , Mario M. Kubek

Medical entity linking is the task of identifying and standardizing medical concepts referred to in an unstructured text. Most of the existing methods adopt a three-step approach of (1) detecting mentions, (2) generating a list of candidate…

Computation and Language · Computer Science 2021-08-24 Shikhar Vashishth , Denis Newman-Griffis , Rishabh Joshi , Ritam Dutt , Carolyn Rose

Entity linking is the task of aligning mentions to corresponding entities in a given knowledge base. Previous studies have highlighted the necessity for entity linking systems to capture the global coherence. However, there are two common…

Computation and Language · Computer Science 2019-02-04 Zheng Fang , Yanan Cao , Dongjie Zhang , Qian Li , Zhenyu Zhang , Yanbing Liu

Machine understanding of user utterances in conversational systems is of utmost importance for enabling engaging and meaningful conversations with users. Entity Linking (EL) is one of the means of text understanding, with proven efficacy…

Computation and Language · Computer Science 2021-05-12 Hideaki Joko , Faegheh Hasibi , Krisztian Balog , Arjen P. de Vries

Transliterations play an important role in multilingual entity reference resolution, because proper names increasingly travel between languages in news and social media. Previous work associated with machine translation targets…

Computation and Language · Computer Science 2016-11-22 Yanqing Chen , Steven Skiena
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