Diana Partridge’s research while affiliated with University of Maryland, College Park and other places

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Publications (2)


Figure 4. Synthetic narratives combine several thousand accounts of each crisis into a single timeline of events, taking only those mentioned in at least 5 or more documents. Checkmarks represent whether that event could be hand matched to any detail in the ICB corpus, ICBe dataset, or any of the other event datasets (SI Appendix 3.2 and 3.3).
Figure 5. Crisis map for the Cuban Missile Crisis. The start of the crisis is at the top and end of the crisis is at the bottom, with each actor in a column with labeled points identifying their speeches, actions, and thoughts.
Figure 7. The unit of analysis is the dyad-day. Top 10 most active dyads per category shown. Red text shows events from the synthetic narrative relative to that event category. Blue bars indicate an event recorded by ICEWs for that dyad on that day.
Ontological coverage of ICBe versus the existing state of the art
Introducing ICBe: an event extraction dataset from narratives about international crises
  • Article
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May 2024

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61 Reads

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1 Citation

Political Science Research and Methods

Rex W. Douglass

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Thomas Leo Scherer

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J. Andrés Gannon

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[...]

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Diana Partridge

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.

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Figure 1: Graphical User Interface (GUI) for coding ICBe
Cuban Missile Crisis ground truth and event data
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International Crises

February 2022

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125 Reads

How do international crises unfold? We conceive of international affairs as a strategic chess game between adversaries, necessitating a systematic way to measure pieces, moves, and gambits accurately and consistently over different contexts and periods. We develop such a measurement strategy with an ontology of crisis actions and interactions and apply it to a high-quality corpus of crisis narratives recorded by the International Crisis Behavior (ICB) Project. We demonstrate that the ontology has high coverage over most of the thoughts, speech, and actions contained in these narratives and produces high inter-coder agreement when applied by human coders. We introduce a new crisis event dataset ICB Events (ICBe). We find that ICBe captures the process of a crisis with greater accuracy and granularity than other well-regarded events or crisis datasets. We make the data, replication material, and additional visualizations available at a companion website www.crisisevents.org.

Citations (1)


... In part, this is due to limited empirical data concerning the conduct of conflict. While scholars have developed numerous detailed datasets of participants, duration, and outcomes to understand conflict, empirically oriented research concerning where contests take place, within which domain, has only recently received attention ( Lindsay and Gartzke 2019 ;Douglass et al. 2022 ). Researchers typically frame their inquiries around particular emerging technologies ( Sechser, Narang, and Talmadge 2019 ) or operations within individual domains, unable to address more formative questions about how domains interact Martinez Machain 2017 , 2018 ;Lupton 2020 ). 2 This paper takes an inductive, data-driven approach to identify spatial and temporal patterns in the military domains in which states operate during conflict as well as the relationship between cross-domain interactions and the intensity and duration of international crises. ...

Reference:

One if by Land, and Two if by Sea: Cross-Domain Contests and the Escalation of International Crises
Introducing ICBe: an event extraction dataset from narratives about international crises

Political Science Research and Methods