Highly engaging events reveal semantic and temporal compression in online community discourse

Desiderio, Antonio, Mancini, Anna, Cimini, Giulio and Di Clemente, Riccardo (2025) Highly engaging events reveal semantic and temporal compression in online community discourse. PNAS Nexus, 4 (3). pgaf056.

Abstract

People nowadays express their opinions in online spaces, using different forms of interactions such as posting, sharing and discussing with one another. How do these digital traces change in response to events happening in the real world? We leverage Reddit conversation data, exploiting its community-based structure, to elucidate how offline events influence online user interactions and behavior. Online conversations, as posts and comments, are analysed along their temporal and semantic dimensions. Conversations tend to become repetitive with a more limited vocabulary, develop at a faster pace, and feature heightened emotions. As the event approaches, the shifts occurring in conversations are reflected in the users’ dynamics. Users become more active and they exchange information with a growing audience, despite using a less rich vocabulary and repetitive messages. The recurring patterns we discovered are persistent across a wide range of events and several contexts, representing a fingerprint of how online dynamics change in response to real-world occurrences.

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Official URL:	https://academic.oup.com/pnasnexus/article/4/3/pga...
Item Type:	Article
Disciplines:	Network Science
Depositing User:	Riccardo Di Clemente
Date Deposited:	27 Mar 2025 08:18
Last Modified:	27 Mar 2025 08:18
URI:	https://nul.repository.guildhe.ac.uk/id/eprint/320

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