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The prevalence of harmful content on social media platforms poses significant risks to users and society, necessitating more effective and scalable content moderation strategies. Current approaches rely on human moderators, supervised…

Computation and Language · Computer Science 2025-01-27 Akash Bonagiri , Lucen Li , Rajvardhan Oak , Zeerak Babar , Magdalena Wojcieszak , Anshuman Chhabra

The 2020 coronavirus pandemic was a historic social disruption with significant consequences felt around the globe. Wikipedia is a freely-available, peer-produced encyclopedia with a remarkable ability to create and revise content following…

Social and Information Networks · Computer Science 2020-06-17 Brian C. Keegan , Chenhao Tan

Wikipedia is edited by volunteer editors around the world. Considering the large amount of existing content (e.g. over 5M articles in English Wikipedia), deciding what to edit next can be difficult, both for experienced users that usually…

Information Retrieval · Computer Science 2020-09-25 Oleksii Moskalenko , Denis Parra , Diego Saez-Trumper

Background Large language models (LLMs) face challenges in inductive thematic analysis, a task requiring deep interpretive and domain-specific expertise. We evaluated the feasibility of using LLMs to replicate expert-driven thematic…

Artificial Intelligence · Computer Science 2025-10-16 JaMor Hairston , Ritvik Ranjan , Sahithi Lakamana , Anthony Spadaro , Selen Bozkurt , Jeanmarie Perrone , Abeed Sarker

Hyperlinks are an essential feature of the World Wide Web. They are especially important for online encyclopedias such as Wikipedia: an article can often only be understood in the context of related articles, and hyperlinks make it easy to…

Social and Information Networks · Computer Science 2015-03-17 Robert West , Ashwin Paranjape , Jure Leskovec

Widespread Chinese social media applications such as Weibo are widely known for monitoring and deleting posts to conform to Chinese government requirements. In this paper, we focus on analyzing a dataset of censored and uncensored posts in…

Social and Information Networks · Computer Science 2019-07-04 Meisam Navaki Arefi , Rajkumar Pandi , Michael Carl Tschantz , Jedidiah R. Crandall , King-wa Fu , Dahlia Qiu Shi , Miao Sha

Music engagement spans diverse interactions with music, from selection and emotional response to its impact on behavior, identity, and social connections. Social media platforms provide spaces where such engagement can be observed in…

Information Retrieval · Computer Science 2025-09-25 Jatin Agarwala , George Paul , Nemani Harsha Vardhan , Vinoo Alluri

Geopolitics focuses on political power in relation to geographic space. Interactions among world countries have been widely studied at various scales, observing economic exchanges, world history or international politics among others. This…

Social and Information Networks · Computer Science 2017-07-21 Klaus M. Frahm , Samer El Zant , Katia Jaffrès-Runser , Dima L. Shepelyansky

The last 30 years have seen the creation of a variety of electronic collaboration tools for science and business. Some of the best-known collaboration tools support text editing (e.g., wikis). Wikipedia's success shows that large-scale…

Databases · Computer Science 2009-06-05 Sylvie Noel , Daniel Lemire

Collaborative content creation inevitably reaches situations where different points of view lead to conflict. We focus on Wikipedia, the free encyclopedia anyone may edit, where disputes about content in controversial articles often reflect…

The ability of Natural Language Processing (NLP) methods to categorize text into multiple classes has motivated their use in online content moderation tasks, such as hate speech and fake news detection. However, there is limited…

Computation and Language · Computer Science 2025-03-11 Neemesh Yadav , Jiarui Liu , Francesco Ortu , Roya Ensafi , Zhijing Jin , Rada Mihalcea

We report on work in progress on extracting lexical simplifications (e.g., "collaborate" -> "work together"), focusing on utilizing edit histories in Simple English Wikipedia for this task. We consider two main approaches: (1) deriving…

Computation and Language · Computer Science 2010-08-13 Mark Yatskar , Bo Pang , Cristian Danescu-Niculescu-Mizil , Lillian Lee

We release a corpus of 43 million atomic edits across 8 languages. These edits are mined from Wikipedia edit history and consist of instances in which a human editor has inserted a single contiguous phrase into, or deleted a single…

Computation and Language · Computer Science 2018-08-29 Manaal Faruqui , Ellie Pavlick , Ian Tenney , Dipanjan Das

The Wikimedia Foundation has recently observed that newly joining editors on Wikipedia are increasingly failing to integrate into the Wikipedia editors' community, i.e. the community is becoming increasingly harder to penetrate. To sustain…

Computers and Society · Computer Science 2014-05-30 Kalpit V Desai , Roopesh Ranjan

We analyze 1,888 articles and 1,119,453 vaping posts to study how vaping is framed across multiple knowledge dissemination platforms (Wikipedia, Quora, Medium, Reddit, Stack Exchange, wikiHow). We use various NLP techniques to understand…

Auditing the machine learning (ML) models used on Wikipedia is important for ensuring that vandalism-detection processes remain fair and effective. However, conducting audits is challenging because stakeholders have diverse priorities and…

Human-Computer Interaction · Computer Science 2024-06-13 Zachary Levonian , Lauren Hagen , Lu Li , Jada Lilleboe , Solvejg Wastvedt , Aaron Halfaker , Loren Terveen

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

Wikipedia is a critical resource for modern NLP, serving as a rich repository of up-to-date and citation-backed information on a wide variety of subjects. The reliability of Wikipedia -- its groundedness in its cited sources -- is vital to…

Computation and Language · Computer Science 2025-10-10 William Walden , Kathryn Ricci , Miriam Wanner , Zhengping Jiang , Chandler May , Rongkun Zhou , Benjamin Van Durme

Wikidata is a collaborative knowledge graph which provides machine-readable structured data for Wikimedia projects including Wikipedia. Managed by a community of volunteers, it has grown to become the most edited Wikimedia project. However,…

Social and Information Networks · Computer Science 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

News website comment sections are spaces where potentially conflicting opinions and beliefs are voiced. Addressing questions of how to study such cultural and societal conflicts through technological means, the present article critically…

Computers and Society · Computer Science 2019-12-04 Tom Willaert , Sven Banisch , Paul Van Eecke , Katrien Beuls
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