Measuring Narrative Polarization in Online Discourse
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Abstract (arXiv)
Polarization research has demonstrated how people cluster in homogeneous groups with opposing opinions. However, this effect emerges not only through interaction between people, limiting communication between groups, but also between narratives, shaping opinions and partisan identities. Yet, how polarized information environments portray opposing interpretations of reality, and whether narratives move between content environments despite limited interactions, remains unexplored. To address this gap, we formalize the concept of narrative polarization and demonstrate its measurement in 212 YouTube videos and 90,029 comments on the Israeli-Palestinian conflict. Based on structural narrative theory and implemented through a large language model, we extract the narrative roles assigned to central actors in two partisan information environments. We find that while videos produce highly polarized narratives, comments exhibit significantly lower levels of narrative polarization, converging on shared core narrative structures. However, recurring narrative motifs capturing more complex actor constellations reveal additional differences between partisan environments.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 48 references that are in the map. First posted on arXiv 12 Jan 2026.
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References · 12
- 2023Engagement, User Satisfaction, and the Amplification of Divisive Content on Social Mediacited by 30
- 2022Heroes, Villains, and Victims, and GPT-3: Automated Extraction of Character Roles Without Training Datacited by 27
- 2016Users Polarization on Facebook and Youtubecited by 10
- 2021Shifting Polarization and Twitter News Influencers between two U.S. Presidential Electionscited by 8
- 2023Evolving linguistic divergence on polarizing social mediacited by 6
- 2019Selective Exposure shapes the Facebook News Dietcited by 3
- 2024Ideology and polarization set the agenda on social mediacited by 3
- 2024Mapping News Narratives Using LLMs and Narrative-Structured Text Embeddingscited by 2
- 2025How Influencers and Multipliers Drive Polarization and Issue Alignment on Twitter/Xcited by 2
- 2025Quantifying Polarization: A Comparative Study of Measures and Methodscited by 1
- 2025Towards global equity in political polarization researchcited by 1
- 2025Forgetful by Design? A Critical Audit of YouTube's Search API for Academic Researchcited by 1
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