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The Web of False Information: Rumors, Fake News, Hoaxes, Clickbait, and Various Other Shenanigans
A new era of Information Warfare has arrived. Various actors, including state-sponsored ones, are weaponizing information on Online Social Networks to run false-information campaigns with targeted manipulation of public opinion on specific topics. These ...
Content-Aware Trust Propagation Toward Online Review Spam Detection
With the increasing popularity of online review systems, a large volume of user-generated content becomes available to help people make reasonable judgments about the quality of services and products from unknown providers. However, these platforms are ...
Automatic Fact-Checking Using Context and Discourse Information
- Pepa Atanasova,
- Preslav Nakov,
- Lluís Màrquez,
- Alberto Barrón-Cedeño,
- Georgi Karadzhov,
- Tsvetomila Mihaylova,
- Mitra Mohtarami,
- James Glass
We study the problem of automatic fact-checking, paying special attention to the impact of contextual and discourse information. We address two related tasks: (i) detecting check-worthy claims and (ii) fact-checking claims. We develop supervised systems ...
Discovering Patterns for Fact Checking in Knowledge Graphs
This article presents a new framework that incorporates graph patterns to support fact checking in knowledge graphs. Our method discovers discriminant graph patterns to construct classifiers for fact prediction. First, we propose a class of graph fact ...
Combining Similarity Features and Deep Representation Learning for Stance Detection in the Context of Checking Fake News
Fake news is nowadays an issue of pressing concern, given its recent rise as a potential threat to high-quality journalism and well-informed public discourse. The Fake News Challenge (FNC-1) was organized in early 2017 to encourage the development of ...
Transparency, Fairness, Data Protection, Neutrality: Data Management Challenges in the Face of New Regulation
The data revolution continues to transform every sector of science, industry, and government. Due to the incredible impact of data-driven technology on society, we are becoming increasingly aware of the imperative to use data and algorithms responsibly—...