Ukraine War

Navigating the First Year of the Ukrainian Battlefield: Machine Learning vs. Large Language Models

Abstract:

In an era marked by impressive technological developments, conflicts persist and are rooted in complex historical and socioeconomic dynamics, also manifesting through social media platforms. While the war in Ukraine garnered global attention and prompted humanitarian and strategic responses, more efforts are necessary to understand its dynamics and implications directly by analysing the discourses of Ukrainian people in raising unconventional social media platforms like Telegram and TikTok. Accordingly, this research deploys a Data Science approach for building a set of Machine Learning and Large Language Models for analysing discourses and sentiments of Ukrainian users in the first year of war.

Published In

Volume 23, Issue 2

A No Limits Partnership on Propaganda?

Abstract:

The Russian Federation and the People’s Republic of China signed a formal agreement to cooperate on the creation and dissemination of a jointly constructed propaganda narrative for a global audience. There is some anecdotal evidence and some very basic research to suggest this cooperation might be happening. However, this study aims to use scientific research methods from the Agenda Setting Theory to prove or disprove this alleged propaganda cooperation. The author assessed a N = 600 sample of articles from English language versions of Russian Sputnik and the Chinese Global Times and People’s Daily. The evidence indicates a low level of propaganda cooperation. Russia and China appear to be pursuing their own strategic goals with propaganda. This finding has important implications for information warriors’ and strategic communication professionals’ task and counterpropaganda.

Published In

Volume 22, Issue 4

Written By

Douglas S. Wilbur

Journal of Information Warfare

The definitive publication for the best and latest research and analysis on information warfare, information operations, and cyber crime. Available in traditional hard copy or online.

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The definitive publication for the best and latest research and analysis on information warfare, information operations, and cyber crime. Available in traditional hard copy or online.

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