Investigating Controversy Framing across Topics on Social Media

Maxwell Weinzierl,S. Harabagiu

Published 2025 in Conference on Empirical Methods in Natural Language Processing

ABSTRACT

Controversial discourse is abundant on social media. Understanding how controversial problems are framed in online discourse is crucial for gaining insights into public opinion formation and for addressing misinformation and polarization. This paper presents a novel method for discovering and articulating framing of controversial problems, enabling the investigation of how controversy is framed across several diverse topics. The promising results, made possible by recent advances in Large Language Models, indicate that discovering framings across topics is feasible. The discovered frames offer valuable insights into how and why controversial problems are discussed on social media

PUBLICATION RECORD

  • Publication year

    2025

  • Venue

    Conference on Empirical Methods in Natural Language Processing

  • Publication date

    Unknown publication date

  • Fields of study

    Linguistics, Computer Science, Political Science

  • Identifiers
  • External record

    Open on Semantic Scholar

  • Source metadata

    Semantic Scholar

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