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When Words Divide: Diachronic Ideological Polarization in Political Discourse on Social Media

Political polarization has become a defining feature of online discourse, yet its long-term evolution remains poorly understood. We present a longitudinal analysis of ideological polarization in Reddit discussions by measuring semantic differences in the language used by opposing political communities. We construct temporally aligned community-specific word embeddings and quantify ideological polarization as the semantic divergence of political concepts over time. Our analysis shows that ideological polarization has increased substantially during the study period, both at the concept- and topic-level. Unlike prior computational work, which has largely focused on cross-sectional analyses o...

AuthorsRoy Yitzchak, Noa Lavie, Ella Rabinovich
Primary categorycs.CL
Published2 August 2026
Last updated at source8 August 2026
cs.CLcs.SI
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