Introducing ICBe: an event extraction dataset from narratives about international crises

Author:

Douglass Rex W.,Scherer Thomas LeoORCID,Gannon J. AndrésORCID,Gartzke Erik,Lindsay Jon,Carcelli Shannon,Wilkenfeld Jonathan,Quinn David M.,Aiken Catherine,Cabezas Navarro Jose Miguel,Lund Neil,Murauskaite Egle,Partridge Diana

Abstract

Abstract How do international crises unfold? We conceptualize international relations as a strategic chess game between adversaries and develop a systematic way to measure pieces, moves, and gambits accurately and consistently over a hundred years of history. We introduce a new ontology and dataset of international events called ICBe based on a very high-quality corpus of narratives from the International Crisis Behavior (ICB) Project. We demonstrate that ICBe has higher coverage, recall, and precision than existing state of the art datasets and conduct two detailed case studies of the Cuban Missile Crisis (1962) and the Crimea-Donbas Crisis (2014). We further introduce two new event visualizations (event iconography and crisis maps), an automated benchmark for measuring event recall using natural language processing (synthetic narratives), and an ontology reconstruction task for objectively measuring event precision. We make the data, supplementary appendix, replication material, and visualizations of every historical episode available at a companion website crisisevents.org.

Funder

Charles Koch Foundation

Office of Naval Research

Publisher

Cambridge University Press (CUP)

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