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This paper introduces a novel, multi-source framework for the relational validation of Large Language Models (LLMs). While existing benchmarks have demonstrated LLMs' proficiency at factual recall, their ability to understand and reproduce…

Social and Information Networks · Computer Science 2026-05-22 Moses Boudourides

We present a dataset that contains every instance of all tokens (~ words) ever written in undeleted, non-redirect English Wikipedia articles until October 2016, in total 13,545,349,787 instances. Each token is annotated with (i) the article…

Computation and Language · Computer Science 2017-03-27 Fabian Flöck , Kenan Erdogan , Maribel Acosta

We present work on building a global long-tailed ranking of entities across multiple languages using Wikipedia and Freebase knowledge bases. We identify multiple features and build a model to rank entities using a ground-truth dataset of…

Information Retrieval · Computer Science 2017-03-20 Prantik Bhattacharyya , Nemanja Spasojevic

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

We use the directed networks between articles of 24 Wikipedia language editions for producing the Wikipedia Ranking of World Universities (WRWU) using PageRank, 2DRank and CheiRank algorithms. This approach allows to incorporate various…

Social and Information Networks · Computer Science 2016-03-16 José Lages , Antoine Patt , Dima L. Shepelyansky

Peer production projects such as Wikipedia or open-source software development allow volunteers to collectively create knowledge based products. The inclusive nature of such projects poses difficult challenges for ensuring trustworthiness…

Computer Science and Game Theory · Computer Science 2014-02-05 S. Anand , Ofer Arazy , Narayan Mandayam , Oded Nov

The propagation of unreliable information is on the rise in many places around the world. This expansion is facilitated by the rapid spread of information and anonymity granted by the Internet. The spread of unreliable information is a…

Computation and Language · Computer Science 2018-06-11 Mauricio Gruppi , Benjamin D. Horne , Sibel Adali

Wikipedia -- like most peer production communities -- suffers from a basic problem: the amount of work that needs to be done (articles to be created and improved) exceeds the available resources (editor effort). Recommender systems have…

Computers and Society · Computer Science 2022-08-18 Mo Houtti , Isaac Johnson , Joel Cepeda , Soumya Khandelwal , Aviral Bhatnagar , Loren Terveen

Wikipedia is a community-created online encyclopedia; arguably, it is the most popular and largest knowledge resource on the Internet. Thus, reliability and neutrality are of high importance for Wikipedia. Previous research [3] reveals…

Computers and Society · Computer Science 2017-02-06 Olga Zagovora

We propose a simple, yet effective, approach towards inducing multilingual taxonomies from Wikipedia. Given an English taxonomy, our approach leverages the interlanguage links of Wikipedia followed by character-level classifiers to induce…

Computation and Language · Computer Science 2017-09-13 Amit Gupta , Rémi Lebret , Hamza Harkous , Karl Aberer

In this work, we study a critical research problem regarding the trustworthiness of large language models (LLMs): how LLMs behave when encountering ambiguous narrative text, with a particular focus on Chinese textual ambiguity. We created a…

Computation and Language · Computer Science 2026-04-17 Xinwei Wu , Haojie Li , Hongyu Liu , Xinyu Ji , Ruohan Li , Yule Chen , Yigeng Zhang

Wikipedia, in its role as the world's largest encyclopedia, serves a broad range of information needs. Although previous studies have noted that Wikipedia users' information needs vary throughout the day, there is to date no large-scale,…

Computers and Society · Computer Science 2024-11-26 Tiziano Piccardi , Martin Gerlach , Robert West

'Fake News' continues to undermine trust in modern journalism and politics. Despite continued efforts to study fake news, results have been conflicting. Previous attempts to analyse and combat fake news have largely focused on…

Computation and Language · Computer Science 2024-11-20 Emilie Francis

This paper presents the first attempt, up to our knowledge, to classify English writing styles on this scale with the challenge of classifying day to day language written by writers with different backgrounds covering various areas of…

Computation and Language · Computer Science 2017-04-26 Yanging Chen , Rami Al-Rfou' , Yejin Choi

Large Language Models (LLMs) with reasoning capabilities have recently demonstrated strong potential in medical Question Answering (QA). Existing approaches are largely English-focused and primarily rely on distillation from general-purpose…

Computation and Language · Computer Science 2026-03-31 Pietro Ferrazzi , Aitor Soroa , Rodrigo Agerri

Equitable access to reliable health information is vital for public health, but the quality of online health resources varies by language, raising concerns about inconsistencies in Large Language Models (LLMs) for healthcare. In this study,…

Computation and Language · Computer Science 2025-01-27 Ipek Baris Schlicht , Zhixue Zhao , Burcu Sayin , Lucie Flek , Paolo Rosso

Although the vast majority of knowledge bases KBs are heavily biased towards English, Wikipedias do cover very different topics in different languages. Exploiting this, we introduce a new multilingual dataset (X-WikiRE), framing relation…

Computation and Language · Computer Science 2019-08-16 Mostafa Abdou , Cezar Sas , Rahul Aralikatte , Isabelle Augenstein , Anders Søgaard

We review some recent endeavors and add some new results to characterize and understand underlying mechanisms in Wikipedia (WP), the paradigmatic example of collaborative value production. We analyzed the statistics of editorial activity in…

Physics and Society · Physics 2023-01-05 Taha Yasseri , János Kertész

The rise of Internet has made it a major source of information. Unfortunately, not all information online is true, and thus a number of fact-checking initiatives have been launched, both manual and automatic, to deal with the problem. Here,…

Computation and Language · Computer Science 2021-10-12 Anton Chernyavskiy , Dmitry Ilvovsky , Preslav Nakov

Since its inception six years ago, the online encyclopedia Wikipedia has accumulated 6.40 million articles and 250 million edits, contributed in a predominantly undirected and haphazard fashion by 5.77 million unvetted volunteers. Despite…

Digital Libraries · Computer Science 2007-05-23 Dennis M. Wilkinson , Bernardo A. Huberman