Affiliation:
1. Hertie School Friedrichstr. 180 Berlin Germany
2. UCLA Luskin School of Public Affairs, University of California, Los Angeles Los Angeles California USA
Abstract
AbstractRecent research emphasizes social media's potential for citizens to express shared grievances. In active conflict, however, social media posts indicating political loyalties can pose severe risks to civilians. We develop a theory that explains how civilians modify their online behavior as part of efforts to improve their security during conflict. After major changes in territorial control, civilians should be more likely to post positive content, and more content that supports the winning side. We study social media behavior during and after the siege of Aleppo in November 2016. We match Aleppo‐based Twitter users with users from other parts of Syria and use large language models to analyze changes in online behavior after the regime's retaking of the city. Results show that users in Aleppo post more positive and pro‐Assad content, but only when self‐disclosing their location. The findings have important implications for our understanding of digital communication in civil conflict.
Reference66 articles.
1. Abdul‐Mageed Muhammad Abdelrahim A.Elmadany andEl MoatezBill.2021. “ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic.”59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 7088–7105.Association for Computational Linguistics.
2. Antoun Wissam FadyBaly andHazemHajj.2020. “AraBERT: Transformer‐Based Model for Arabic Language Understanding.”Proceedings of the 4th Workshop on Open‐Source Arabic Corpora and Processing Tools with a Shared Task on Offensive Language Detection. 9–15.
3. Baly Ramy AlaaKhaddaj HazemHajj WassimEl‐Hajj andKhaled BashirShaban.2019. “ArSentD‐LEV: A Multi‐Topic Corpus for Target‐Based Sentiment Analysis in Arabic Levantine Tweets.”http://arxiv.org/abs/1906.01830
4. Bassam Laila AngusMcDowall andStephanieNebehay.2016. “Battle of Aleppo Ends After Years of Bloodshed with Rebel Withdrawal.”https://www.reuters.com/article/us‐mideast‐crisis‐syria/battle‐of‐aleppo‐ends‐after‐years‐of‐bloodshed‐with‐rebel‐withdrawal‐idUSKBN1420H5
5. Can Hearts and Minds Be Bought? The Economics of Counterinsurgency in Iraq;Berman Eli;Journal of Political Economy,2011