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Related papers: How Similar Are Grokipedia and Wikipedia? A Multi-…

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Elon Musk released Grokipedia on 27 October 2025 to provide an alternative to Wikipedia, the crowdsourced online encyclopedia. In this paper, we provide the first comprehensive analysis of Grokipedia and compare it to a dump of Wikipedia,…

Social and Information Networks · Computer Science 2025-11-14 Harold Triedman , Alexios Mantzarlis

Online encyclopedias are central to contemporary information infrastructures and have become focal points of debates over ideological bias. Wikipedia, in particular, has long been accused of left-leaning bias, while Grokipedia, an…

Information Retrieval · Computer Science 2026-01-23 Philipp Eibl , Erica Coppolillo , Simone Mungari , Luca Luceri

Encyclopedic knowledge platforms are key gateways through which users explore information online. The recent release of Grokipedia, a fully AI-generated encyclopedia, introduces a new alternative to traditional, well-established platforms…

Information Retrieval · Computer Science 2025-12-22 Erica Coppolillo , Simone Mungari

A quarter century ago, Wikipedia's decentralized, crowdsourced, and consensus-driven model replaced the centralized, expert-driven, and authority-based standard for encyclopedic knowledge curation. The emergence of generative AI…

Social and Information Networks · Computer Science 2025-12-04 Aliakbar Mehdizadeh , Martin Hilbert

We present a comparative analysis of Wikipedia and Grokipedia to examine how generative mediation alters content selection, textual rewriting, narrative structure, and evaluative framing in encyclopedic content. We model page inclusion in…

Computers and Society · Computer Science 2026-02-06 Ortal Hadad , Edoardo Loru , Jacopo Nudo , Anita Bonetti , Matteo Cinelli , Walter Quattrociocchi

To foster the development of new models for collaborative AI-assisted report generation, we introduce MegaWika, consisting of 13 million Wikipedia articles in 50 diverse languages, along with their 71 million referenced source materials. We…

Wikipedia serves as a globally accessible knowledge source with content in over 300 languages. Despite covering the same topics, the different versions of Wikipedia are written and updated independently. This leads to factual…

Computation and Language · Computer Science 2026-05-19 Silvia Cappa , Lingxiao Kong , Pille-Riin Peet , Fanfu Wei , Yuchen Zhou , Jan-Christoph Kalo

Search engines increasingly display LLM-generated answers shown above organic links, shifting search from link lists to answer-first summaries. Publishers contend these summaries substitute for source pages and cannibalize traffic, while…

Computers and Society · Computer Science 2026-05-13 Mehrzad Khosravi , Hema Yoganarasimhan

Generative search systems are increasingly replacing link-based retrieval with AI-generated summaries, yet little is known about how these systems differ in sources, language, and fidelity to cited material. We examine responses to 11,000…

Information Retrieval · Computer Science 2026-03-18 Michelle Huang , Agam Goyal , Koustuv Saha , Eshwar Chandrasekharan

Wikipedia is a popular web-based encyclopedia edited freely and collaboratively by its users. In this paper we present an analysis of Wikipedias in several languages as complex networks. The hyperlinks pointing from one Wikipedia article to…

Physics and Society · Physics 2009-11-11 V. Zlatic , M. Bozicevic , H. Stefancic , M. Domazet

We present, visualize and analyse the similarities and differences between the controversial topics related to "edit wars" identified in 10 different language versions of Wikipedia. After a brief review of the related work we describe the…

Physics and Society · Physics 2023-01-05 Taha Yasseri , Anselm Spoerri , Mark Graham , János Kertész

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

Wikipedia is a free Internet encyclopedia with an enormous amount of content. This encyclopedia is written by volunteers with various backgrounds in a collective fashion; anyone can access and edit most of the articles. This open-editing…

Physics and Society · Physics 2016-01-26 Jinhyuk Yun , Sang Hoon Lee , Hawoong Jeong

The rise of AI-generated content in popular information sources raises significant concerns about accountability, accuracy, and bias amplification. Beyond directly impacting consumers, the widespread presence of this content poses questions…

Computation and Language · Computer Science 2024-10-11 Creston Brooks , Samuel Eggert , Denis Peskoff

Fast-developing fields such as Artificial Intelligence (AI) often outpace the efforts of encyclopedic sources such as Wikipedia, which either do not completely cover recently-introduced topics or lack such content entirely. As a result,…

Computation and Language · Computer Science 2022-06-23 Irene Li , Alexander Fabbri , Rina Kawamura , Yixin Liu , Xiangru Tang , Jaesung Tae , Chang Shen , Sally Ma , Tomoe Mizutani , Dragomir Radev

Very important breakthroughs in data centric deep learning algorithms led to impressive performance in transactional point applications of Artificial Intelligence (AI) such as Face Recognition, or EKG classification. With all due…

Artificial Intelligence · Computer Science 2018-05-23 Moshe BenBassat

Wikipedia articles representing an entity or a topic in different language editions evolve independently within the scope of the language-specific user communities. This can lead to different points of views reflected in the articles, as…

Computation and Language · Computer Science 2017-02-03 Simon Gottschalk , Elena Demidova

Wikipedia is a global crowdsourced encyclopedia that at time of writing is available in 287 languages. Wikidata is a likewise global crowdsourced knowledge base that provides shared facts to be used by Wikipedias. In the context of this…

Digital Libraries · Computer Science 2014-02-06 Thomas Steiner

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

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
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