Exploring New Perspectives on the Ukrainian-Russian Conflict Using Text Mining Techniques: An Updated Analysis

Within the context of contemporary global conflicts, this paper undertakes an extensive examination, focusing notably on the ongoing Russia-Ukraine dispute. Drawing from a wide array of schol- arly research, we embark on a nuanced exploration of the intricate layers characterizing these conflicts, ranging from geopolitical complexities to socio-economic repercussions. Through the application of advanced clus- tering methodologies, we discern and categorize distinct thematic clus- ters, highlighting key issues such as the role of social media dynamics, the economic implications, and the diplomatic intricacies. Our analysis offers practical insights for policymakers and stakeholders grappling with the intricate challenges of conflict resolution. By expanding the analyti- cal scope and updating the dataset with recent publications, this study provides a comprehensive understanding of the contemporary conflict and its enduring ramifications.