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A Data set for Information Spreading over the News

Authors: Sittar, Abdul; Mladenic, Dunja; Tomaz Erjavec;

A Data set for Information Spreading over the News

Abstract

Abstract: Analyzing the spread of information related to a specific event in the news has many potential applications. Consequently, various systems have been developed to facilitate the analysis of information spreadings such as detection of disease propagation and identification of the spreading of fake news through social media. There are several open challenges in the process of discerning information propagation, among them the lack of resources for training and evaluation. This paper describes the process of compiling a corpus from the EventRegistry global media monitoring system. We focus on information spreading in three domains: sports (i.e. the FIFA WorldCup), natural disasters (i.e. earthquakes), and climate change (i.e.global warming). This corpus is a valuable addition to the currently available datasets to examine the spreading of information about various kinds of events. Introduction: Domain-specific gaps in information spreading are ubiquitous and may exist due to economic conditions, political factors, or linguistic, geographical, time-zone, cultural, and other barriers. These factors potentially contribute to obstructing the flow of local as well as international news. We believe that there is a lack of research studies that examine, identify, and uncover the reasons for barriers in information spreading. Additionally, there is limited availability of datasets containing news text and metadata including time, place, source, and other relevant information. When a piece of information starts spreading, it implicitly raises questions such as as How far does the information in the form of news reach out to the public? Does the content of news remain the same or changes to a certain extent? Do the cultural values impact the information especially when the same news will get translated in other languages? Statistics about datasets: -------------------------------------------------------------------------------------------------------------------------------------- # Domain Event Type Articles Per Language Total Articles 1 Sports FIFA World Cup 983-en, 762-sp, 711-de, 10-sl, 216-pt 2679 2 Natural Disaster Earthquake 941-en, 999-sp, 937-de, 19-sl, 251-pt 3194 3 Climate Changes Global Warming 996-en, 298-sp, 545-de, 8-sl, 97-pt 1945 --------------------------------------------------------------------------------------------------------------------------------------

Keywords

Geographical barriers, information spreading, Cross-lingual Similarity, Information propagation, Cross-lingual similarity, Time zone barriers, Political barriers, Information Propagation, Cultural barriers, News articles, Economical barriers

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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