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Large Language Models (LLMs) have shown impressive performance across natural language tasks, but their ability to forecast violent conflict remains underexplored. We investigate whether LLMs possess meaningful parametric knowledge-encoded…

Computation and Language · Computer Science 2025-05-16 Apollinaire Poli Nemkova , Sarath Chandra Lingareddy , Sagnik Ray Choudhury , Mark V. Albert

We propose a dataset for event coreference resolution, which is based on random samples drawn from multiple sources, languages, and countries. Early scholarship on event information collection has not quantified the contribution of event…

Computation and Language · Computer Science 2022-03-22 Ali Hürriyetoğlu , Osman Mutlu , Fatih Beyhan , Fırat Duruşan , Ali Safaya , Reyyan Yeniterzi , Erdem Yörük

This article illustrates an approach to forecasting change in conflict fatalities designed to address the complexity of the drivers and processes of armed conflicts. The design of this approach is based on two main choices. First, to…

Applications · Statistics 2022-05-30 Fulvio Attinà , Marcello Carammia , Stefano Maria Iacus

Composite temporal event sequence visualizations have included sentinel event alignment techniques to cope with data volume and variety. Prior work has demonstrated the utility of using single-event alignment for understanding the…

Human-Computer Interaction · Computer Science 2019-08-21 Yixuan Zhang , Sara Di Bartolomeo , Fangfang Sheng , Holly Jimison , Cody Dunne

We study the effect of social distancing, food vulnerability, welfare and labour COVID-19 policy responses on riots, violence against civilians and food-related conflicts. Our analysis uses georeferenced data for 24 African countries with…

Econometrics · Economics 2020-06-19 Roxana Gutiérrez-Romero

When a dangerous international crisis begins, leaders need to know whether their next move is going to resolve the dispute or amplify it out of control. Theories of conflict have mainly served to deepen the confusion, revealing fighting,…

Physics and Society · Physics 2024-02-07 Rex W. Douglass , Erik Gartzke , Jon R. Lindsay , J. Andrés Gannon , Thomas Leo Scherer

Conflicts, like many social processes, are related events that span multiple scales in time, from the instantaneous to multi-year developments, and in space, from one neighborhood to continents. Yet, there is little systematic work on…

Physics and Society · Physics 2025-03-03 Niraj Kushwaha , Edward D. Lee

Infectious disease forecasting is of great interest to the public health community and policymakers, since forecasts can provide insight into disease dynamics in the near future and inform interventions. Due to delays in case reporting,…

Methodology · Statistics 2022-10-12 Lauren J Beesley , Dave Osthus , Sara Y Del Valle

Event temporal reasoning aims at identifying the temporal relations between two or more events from narratives. However, knowledge conflicts arise when there is a mismatch between the actual temporal relations of events in the context and…

Computation and Language · Computer Science 2024-04-09 Tianqing Fang , Zhaowei Wang , Wenxuan Zhou , Hongming Zhang , Yangqiu Song , Muhao Chen

The new corona virus disease -- COVID-2019 -- is rapidly spreading through the world. The availability of unbiased timely statistics of trends in disease events are a key to effective responses. But due to reporting delays, the most…

Populations and Evolution · Quantitative Biology 2020-06-15 Adam Altmejd , Joacim Rocklöv , Jonas Wallin

The COVID-19 pandemic has highlighted delayed reporting as a significant impediment to effective disease surveillance and decision-making. In the absence of timely data, statistical models which account for delays can be adopted to nowcast…

Applications · Statistics 2020-11-19 Oliver Stoner , Theo Economou , Alba Halliday

The risk of conflict is exasperated by a multitude of internal and external factors. Current multivariate analysis paints diverse causal risk profiles that vary with time. However, these profiles evolve and a universal model to understand…

Physics and Society · Physics 2019-09-30 Gerardo Aquino , Weisi Guo , Alan Wilson

While supporting the execution of business processes, information systems record event logs. Conformance checking relies on these logs to analyze whether the recorded behavior of a process conforms to the behavior of a normative…

Artificial Intelligence · Computer Science 2020-07-07 Han van der Aa , Henrik Leopold , Matthias Weidlich

This paper presents LEMONADE, a large-scale conflict event dataset comprising 39,786 events across 20 languages and 171 countries, with extensive coverage of region-specific entities. LEMONADE is based on a partially reannotated subset of…

Computation and Language · Computer Science 2025-06-03 Sina J. Semnani , Pingyue Zhang , Wanyue Zhai , Haozhuo Li , Ryan Beauchamp , Trey Billing , Katayoun Kishi , Manling Li , Monica S. Lam

Governments around the world continue to act to contain and mitigate the spread of COVID-19. The rapidly evolving situation compels officials and executives to continuously adapt policies and social distancing measures depending on the…

Applications · Statistics 2021-02-19 Giacomo De Nicola , Marc Schneble , Göran Kauermann , Ursula Berger

Survival analysis is a statistical technique used to estimate the time until an event occurs. Although it is applied across a wide range of fields, adjusting for reporting delays under practical constraints remains a significant challenge…

Machine Learning · Statistics 2025-10-27 Yuta Shikuri , Hironori Fujisawa

Event cameras do not produce images, but rather a continuous flow of events, which encode changes of illumination for each pixel independently and asynchronously. While they output temporally rich information, they lack any depth…

Computer Vision and Pattern Recognition · Computer Science 2023-03-01 Vincent Brebion , Julien Moreau , Franck Davoine

Early and accurate detection of anomalous events on the freeway, such as accidents, can improve emergency response and clearance. However, existing delays and errors in event identification and reporting make it a difficult problem to…

Two useful strategies to speed up drug development are to increase the patient accrual rate and use novel adaptive designs. Unfortunately, these two strategies often conflict when the evaluation of the outcome cannot keep pace with the…

Methodology · Statistics 2018-07-24 Ruitao Lin , Ying Yuan

Decision-makers often observe the occurrence of events through a reporting process. City governments, for example, rely on resident reports to find and then resolve urban infrastructural problems such as fallen street trees, flooded…

Computers and Society · Computer Science 2025-03-28 Gabriel Agostini , Emma Pierson , Nikhil Garg