arXiv:2507.15600cs.CLcs.SI2025-07

分析社交媒体中对立叙事,揭示政治极化的语言机制。

Conflicting narratives and polarization on social media

  • 从对立群体推文提取冲突性叙事信号,分析话语极化。
  • 发现两种冲突模式:角色归因差异与事件叙事重构。
  • 揭示政治主体跨议题对齐观点的叙事策略,适合传播研究者。

叙事是人类理解政治现实的关键解释工具。本文通过分析社交媒体中对立叙事(即对政治现实的不同解释视角)的冲突性,揭示公共领域中话语极化与议题对齐的机制。基于2021至2023年德国推特空间已识别的意识形态极化议题,我们从对立意见群体的推文中提取文本信号,聚焦乌克兰战争、新冠疫情、气候变化等关键议题与事件。研究发现,叙事冲突体现在两个维度:(i) 对同一行动者赋予不同角色归属(如北约在乌克兰战争中的角色解读分歧);(ii) 同一事件中嵌入不同行动者(如右翼群体将比尔·盖茨纳入新冠叙事)。此外,首次提供叙事对齐的证据,即政治主体通过话语策略实现跨议题观点整合。结果表明,叙事分析可作为洞悉话语极化机制的有效工具。

原文摘要 · Abstract (English)

Narratives are key interpretative devices by which humans make sense of political reality. In this work, we show how the analysis of conflicting narratives, i.e. conflicting interpretive lenses through which political reality is experienced and told, provides insight into the discursive mechanisms of polarization and issue alignment in the public sphere. Building upon previous work that has identified ideologically polarized issues in the German Twittersphere between 2021 and 2023, we analyze the discursive dimension of polarization by extracting textual signals of conflicting narratives from tweets of opposing opinion groups. Focusing on a selection of salient issues and events (the war in Ukraine, Covid, climate change), we show evidence for conflicting narratives along two dimensions: (i) different attributions of actantial roles to the same set of actants (e.g. diverging interpretations of the role of NATO in the war in Ukraine), and (ii) emplotment of different actants for the same event (e.g. Bill Gates in the right-leaning Covid narrative). Furthermore, we provide first evidence for patterns of narrative alignment, a discursive strategy that political actors employ to align opinions across issues. These findings demonstrate the use of narratives as an analytical lens into the discursive mechanisms of polarization.

社会媒体极化分析叙事结构

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