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Automatically Scraped Hard News Event Extraction dataset.

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ashnee

WIP. Additional information and code will be added soon.

Automatically Scraped Hard News Event Extraction dataset.

Statistics

The dataset contains $2279$ articles in total, spread across $26$ hard-news event types and an additional class Other. The table below shows the number of documents for each event type.

Event Type #Documents Event Type #Documents
Air crash 55 Mass Poisoning 7
Armed Conflict 76 Military Exercise 70
Bank Robbery 7 Mine Collapses 4
Disease Outbreaks 59 Mudslides 21
Droughts 18 Other 1229
Earthquakes 56 Protest_Online Condemnation 68
Environment Pollution 39 Regime Change 2
Famine 12 Riot 16
Financial Crisis 27 Road Crash 86
Fire 77 Shipwreck 37
Floods 84 Strike 65
Gas explosion 23 Train collisions 6
Hurricanes_Tornado_Storm_Blizzard 98 Tsunamis 0
Insect Disaster 24 Volcano Eruption 13

Data sources

For majority of articles you can find the url in the ashnee_url.csv file.

Articles were mainly scraped from the following portals/domains: dailymail.co.uk, thewest.com.au, bbc.com, *allafrica.com, thetimes.co.uk, nzherald.co.nz, indiatimes.com, sputniknews.com, indepedent.co.uk, 9news.com.au, inquirer.net, theguardian.com, mb.com.ph, punchng.com, thestar.com.my, sott.net, and news.com.au.

Most articles were published between 2019. and 2022.

Models

List of models we fine-tuned for event detection: roberta-base, roberta-large, deberta-v3-base, deberta-large, distilroberta-base, and albert-base-v2.

List of models we fine-tuned for argument extraction: roberta-base, roberta-large, deberta-v3-base, deberta-v3-large, distilroberta-base, and albert-base-v2.

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Automatically Scraped Hard News Event Extraction dataset.

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