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相关论文: Overview of the Wikidata Vandalism Detection Task …

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Wikidata is the new, large-scale knowledge base of the Wikimedia Foundation. As it can be edited by anyone, entries frequently get vandalized, leading to the possibility that it might spread of falsified information if such posts are not…

信息检索 · 计算机科学 2017-12-20 Qi Zhu , Hongwei Ng , Liyuan Liu , Ziwei Ji , Bingjie Jiang , Jiaming Shen , Huan Gui

The WSDM Cup 2017 was a data mining challenge held in conjunction with the 10th International Conference on Web Search and Data Mining (WSDM). It addressed key challenges of knowledge bases today: quality assurance and entity search. For…

信息检索 · 计算机科学 2017-12-29 Martin Potthast , Stefan Heindorf , Hannah Bast

The WSDM Cup 2017 is a binary classification task for classifying Wikidata revisions into vandalism and non-vandalism. This paper describes our method using some machine learning techniques such as under-sampling, feature selection,…

信息检索 · 计算机科学 2017-12-20 Tomoya Yamazaki , Mei Sasaki , Naoya Murakami , Takuya Makabe , Hiroki Iwasawa

Wikidata is a free and open knowledge base from the Wikimedia Foundation, that not only acts as a central storage of structured data for other projects of the organization, but also for a growing array of information systems, including…

Nowadays many artificial intelligence systems rely on knowledge bases for enriching the information they process. Such Knowledge Bases are usually difficult to obtain and therefore they are crowdsourced: they are available for everyone on…

信息检索 · 计算机科学 2017-12-20 Alexey Grigorev

Wikidata, like Wikipedia, is a knowledge base that anyone can edit. This open collaboration model is powerful in that it reduces barriers to participation and allows a large number of people to contribute. However, it exposes the knowledge…

信息检索 · 计算机科学 2017-03-14 Amir Sarabadani , Aaron Halfaker , Dario Taraborelli

Wikipedia is an online encyclopedia that anyone can edit. In this open model, some people edits with the intent of harming the integrity of Wikipedia. This is known as vandalism. We extend the framework presented in (Potthast, Stein, and…

信息检索 · 计算机科学 2012-10-23 Santiago M. Mola-Velasco

We introduce a next-generation vandalism detection system for Wikidata, one of the largest open-source structured knowledge bases on the Web. Wikidata is highly complex: its items incorporate an ever-expanding universe of factual triples…

计算与语言 · 计算机科学 2025-05-26 Mykola Trokhymovych , Lydia Pintscher , Ricardo Baeza-Yates , Diego Saez-Trumper

Research on vandalism in Wikipedia has been of interest for the last decade. This paper performs a literature review on the subject, with the goal of identifying the main research topics and approaches, methods and techniques used. 67…

数字图书馆 · 计算机科学 2016-06-20 Jesús Tramullas , Piedad Garrido-Picazo , Ana I. Sánchez-Casabón

This paper presents a novel design of the system aimed at supporting the Wikipedia community in addressing vandalism on the platform. To achieve this, we collected a massive dataset of 47 languages, and applied advanced filtering and…

机器学习 · 计算机科学 2023-06-05 Mykola Trokhymovych , Muniza Aslam , Ai-Jou Chou , Ricardo Baeza-Yates , Diego Saez-Trumper

Wikidata has been increasingly adopted by many communities for a wide variety of applications, which demand high-quality knowledge to deliver successful results. In this paper, we develop a framework to detect and analyze low-quality…

人工智能 · 计算机科学 2021-11-22 Kartik Shenoy , Filip Ilievski , Daniel Garijo , Daniel Schwabe , Pedro Szekely

OpenStreetMap is a unique source of openly available worldwide map data, increasingly adopted in real-world applications. Vandalism detection in OpenStreetMap is critical and remarkably challenging due to the large scale of the dataset, the…

机器学习 · 计算机科学 2022-03-22 Nicolas Tempelmeier , Elena Demidova

OpenStreetMap (OSM), a collaborative, crowdsourced Web map, is a unique source of openly available worldwide map data, increasingly adopted in Web applications. Vandalism detection is a critical task to support trust and maintain OSM…

机器学习 · 计算机科学 2022-01-26 Nicolas Tempelmeier , Elena Demidova

We study the problem of detecting vandals on Wikipedia before any human or known vandalism detection system reports flagging potential vandals so that such users can be presented early to Wikipedia administrators. We leverage multiple…

社会与信息网络 · 计算机科学 2015-07-07 Srijan Kumar , Francesca Spezzano , V. S. Subrahmanian

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,…

机器学习 · 计算机科学 2010-01-06 Amit Belani

Social coding platforms have revolutionized collaboration in software development, leading to using software bots for streamlining operations. However, The presence of open-source software (OSS) bots gives rise to problems including…

软件工程 · 计算机科学 2023-07-26 Fenglin Bi , Zhiwei Zhu , Wei Wang , Xiaoya Xia , Hassan Ali Khan , Peng Pu

The Triple Scoring Task at the WSDM Cup 2017 involves the prediction of the relevance scores between persons and professions/nationalities. The ground truth of the relevance scores was obtained by counting the vote of seven crowdworkers. I…

信息检索 · 计算机科学 2017-12-25 Masahiro Sato

This paper summarizes the Crowdsensing-based Road Damage Detection Challenge (CRDDC), a Big Data Cup organized as a part of the IEEE International Conference on Big Data'2022. The Big Data Cup challenges involve a released dataset and a…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Deeksha Arya , Hiroya Maeda , Sanjay Kumar Ghosh , Durga Toshniwal , Hiroshi Omata , Takehiro Kashiyama , Yoshihide Sekimoto

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,…

社会与信息网络 · 计算机科学 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

Wikidata is a collaborative knowledge graph which has already drawn the attention of practitioners and researchers. It is the work of a community of volunteers, supported by policies, guidelines and automatic programs (bots) which perform a…

人机交互 · 计算机科学 2018-10-03 Alessandro Piscopo
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