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Related papers: Language-Agnostic Modeling of Source Reliability o…

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The verifiability of online information is important, but difficult to assess systematically. We examine verifiability in the case of Wikipedia, one of the world's largest and most consulted online information sources. We extend prior work…

Social and Information Networks · Computer Science 2015-11-18 Reed H. Harder , Alfredo J. Velasco , Michael S. Evans , Daniel N. Rockmore

Code search and comprehension have become more difficult in recent years due to the rapid expansion of available source code. Current tools lack a way to label arbitrary code at scale while maintaining up-to-date representations of new…

Machine Learning · Computer Science 2019-06-05 Ben Gelman , Bryan Hoyle , Jessica Moore , Joshua Saxe , David Slater

Online reviews provide viewpoints on the strengths and shortcomings of products/services, influencing potential customers' purchasing decisions. However, the proliferation of non-credible reviews -- either fake (promoting/ demoting an…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Sourav Dutta , Gerhard Weikum

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

Verifiability is a core content policy of Wikipedia: claims that are likely to be challenged need to be backed by citations. There are millions of articles available online and thousands of new articles are released each month. For this…

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

Social media platforms are vulnerable to fake news dissemination, which causes negative consequences such as panic and wrong medication in the healthcare domain. Therefore, it is important to automatically detect fake news in an early stage…

Computation and Language · Computer Science 2021-01-15 Ipek Baris , Zeyd Boukhers

Nowadays, thanks to Web 2.0 technologies, people have the possibility to generate and spread contents on different social media in a very easy way. In this context, the evaluation of the quality of the information that is available online…

Computation and Language · Computer Science 2018-12-10 Elias Bassani , Marco Viviani

Social media platforms, increasingly used as news sources for varied data analytics, have transformed how information is generated and disseminated. However, the unverified nature of this content raises concerns about trustworthiness and…

Information Retrieval · Computer Science 2025-03-10 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan C Burguillo

In this paper we present statistical analysis of English texts from Wikipedia. We try to address the issue of language complexity empirically by comparing the simple English Wikipedia (Simple) to comparable samples of the main English…

Computation and Language · Computer Science 2023-01-05 Taha Yasseri , András Kornai , János Kertész

In this paper, we present a comprehensive analysis and monitoring framework for the impact of Large Language Models (LLMs) on Wikipedia, examining the evolution of Wikipedia through existing data and using simulations to explore potential…

Computation and Language · Computer Science 2026-03-03 Siming Huang , Yuliang Xu , Mingmeng Geng , Yao Wan , Dongping Chen

Language agents increasingly act as web-enabled systems that search, browse, and synthesize information from diverse sources. However, these sources can include unreliable or adversarial content, and the robustness of agents to adversarial…

Artificial Intelligence · Computer Science 2026-03-03 Shrey Shah , Levent Ozgur

In this paper, we present the first results of our ongoing early-stage research on a realtime disaster detection and monitoring tool. Based on Wikipedia, it is language-agnostic and leverages user-generated multimedia content shared on…

Social and Information Networks · Computer Science 2015-01-27 Thomas Steiner , Ruben Verborgh

Language Models (LMs) become outdated as the world changes; they often fail to perform tasks requiring recent factual information which was absent or different during training, a phenomenon called temporal misalignment. This is especially a…

Computation and Language · Computer Science 2023-04-13 Joel Jang , Seonghyeon Ye , Changho Lee , Sohee Yang , Joongbo Shin , Janghoon Han , Gyeonghun Kim , Minjoon Seo

We propose an edit-centric approach to assess Wikipedia article quality as a complementary alternative to current full document-based techniques. Our model consists of a main classifier equipped with an auxiliary generative module which,…

Computation and Language · Computer Science 2019-09-20 Edison Marrese-Taylor , Pablo Loyola , Yutaka Matsuo

In this work, we propose an automatic evaluation and comparison of the browsing behavior of Wikipedia readers that can be applied to any language editions of Wikipedia. As an example, we focus on English, French, and Russian languages…

Social and Information Networks · Computer Science 2020-02-18 Volodymyr Miz , Joëlle Hanna , Nicolas Aspert , Benjamin Ricaud , Pierre Vandergheynst

We propose an interpretable model to score the bias present in web documents, based only on their textual content. Our model incorporates assumptions reminiscent of the Bradley-Terry axioms and is trained on pairs of revisions of the same…

Computation and Language · Computer Science 2023-07-18 Aswin Suresh , Chi-Hsuan Wu , Matthias Grossglauser

Wikipedia serves as a key infrastructure for public access to scientific knowledge, but it faces challenges in maintaining the credibility of cited sources--especially when scientific papers are retracted. This paper investigates how…

Human-Computer Interaction · Computer Science 2026-01-27 Haohan Shi , Yulin Yu , Daniel M. Romero , Emőke-Ágnes Horvát

This paper aims to review the fiercely discussed question of whether the ranking of Wikipedia articles in search engines is justified by the quality of the articles. After an overview of current research on information quality in Wikipedia,…

Information Retrieval · Computer Science 2011-09-06 Dirk Lewandowski , Ulrike Spree

Wikipedia is a prime example of today's value production in a collaborative environment. Using this example, we model the emergence, persistence and resolution of severe conflicts during collaboration by coupling opinion formation with…

Physics and Society · Physics 2023-01-05 Gerardo Iñiguez , János Török , Taha Yasseri , Kimmo Kaski , János Kertész