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A bag-of-words based probabilistic classifier is trained using regularized logistic regression to detect vandalism in the English Wikipedia. Isotonic regression is used to calibrate the class membership probabilities. Learning curve,…

Machine Learning · Computer Science 2010-01-06 Amit Belani

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

The Wikipedia category graph serves as the taxonomic backbone for large-scale knowledge graphs like YAGO or Probase, and has been used extensively for tasks like entity disambiguation or semantic similarity estimation. Wikipedia's…

Information Retrieval · Computer Science 2019-07-01 Nicolas Heist , Heiko Paulheim

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

This paper proposes to tackle open- domain question answering using Wikipedia as the unique knowledge source: the answer to any factoid question is a text span in a Wikipedia article. This task of machine reading at scale combines the…

Computation and Language · Computer Science 2017-05-01 Danqi Chen , Adam Fisch , Jason Weston , Antoine Bordes

Hyperlinks and other relations in Wikipedia are a extraordinary resource which is still not fully understood. In this paper we study the different types of links in Wikipedia, and contrast the use of the full graph with respect to just…

Computation and Language · Computer Science 2015-03-16 Eneko Agirre , Ander Barrena , Aitor Soroa

We study how differences in persuasive language across Wikipedia articles, written in either English and Russian, can uncover each culture's distinct perspective on different subjects. We develop a large language model (LLM) powered system…

Computation and Language · Computer Science 2024-10-01 Bryan Li , Aleksey Panasyuk , Chris Callison-Burch

How different cultures evaluate a person? Is an important person in one culture is also important in the other culture? We address these questions via ranking of multilingual Wikipedia articles. With three ranking algorithms based on…

Social and Information Networks · Computer Science 2013-10-09 Young-Ho Eom , Dima L. Shepelyansky

The quality and quantity of articles in each Wikipedia language varies greatly. Translating from another Wikipedia is a natural way to add more content, but the translation process is not properly supported in the software used by…

Computation and Language · Computer Science 2015-06-08 Niklas Laxström , Pau Giner , Santhosh Thottingal

While Wikipedia has been utilized for fact-checking and claim verification to debunk misinformation and disinformation, it is essential to either improve article quality and rule out noisy articles. Self-contradiction is one of the…

Computation and Language · Computer Science 2021-11-17 Cheng Hsu , Cheng-Te Li , Diego Saez-Trumper , Yi-Zhan Hsu

Wikipedia entity pages are a valuable source of information for direct consumption and for knowledge-base construction, update and maintenance. Facts in these entity pages are typically supported by references. Recent studies show that as…

Information Retrieval · Computer Science 2017-03-31 Besnik Fetahu , Katja Markert , Avishek Anand

Automatic quality evaluation of Web information is a task with many fields of applications and of great relevance, especially in critical domains like the medical one. We move from the intuition that the quality of content of medical Web…

Information Retrieval · Computer Science 2016-03-08 Vittoria Cozza , Marinella Petrocchi , Angelo Spognardi

News media is one of the most effective mechanisms for spreading information internationally, and many events from different areas are internationally relevant. However, news coverage for some news events is limited to a specific…

Computation and Language · Computer Science 2023-04-18 Abdul Sittar , Dunja Mladenic , Marko Grobelnik

There are over a billion websites on the Internet that can potentially serve as sources of information on various topics. One of the most popular examples of such an online source is Wikipedia. This public knowledge base is co-edited by…

Information Retrieval · Computer Science 2022-05-02 Włodzimierz Lewoniewski , Krzysztof Węcel , Witold Abramowicz

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

This paper present our work in the DSAA 2023 Challenge about Link Prediction for Wikipedia Articles. We use traditional machine learning models with POS tags (part-of-speech tags) features extracted from text to train the classification…

Artificial Intelligence · Computer Science 2023-11-08 Anh Hoang Tran , Tam Minh Nguyen , Son T. Luu

Wikipedia, a paradigmatic example of online knowledge space is organized in a collaborative, bottom-up way with voluntary contributions, yet it maintains a level of reliability comparable to that of traditional encyclopedias. The lack of…

Physics and Society · Physics 2021-05-24 Fumiko Ogushi , János Kertész , Kimmo Kaski , Takashi Shimada

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

Wikipedia has been turned into an immensely popular crowd-sourced encyclopedia for information dissemination on numerous versatile topics in the form of subscription free content. It allows anyone to contribute so that the articles remain…

Social and Information Networks · Computer Science 2021-11-03 Paramita Das , Bhanu Prakash Reddy Guda , Sasi Bhusan Seelaboyina , Soumya Sarkar , Animesh Mukherjee

Online encyclopedia such as Wikipedia has become one of the best sources of knowledge. Much effort has been devoted to expanding and enriching the structured data by automatic information extraction from unstructured text in Wikipedia.…

Information Retrieval · Computer Science 2014-06-26 Kezun Zhang , Yanghua Xiao , Hanghang Tong , Haixun Wang , Wei Wang