冲突还是策略？法国新闻标题中左右翼民粹政党的不对称角色框架
原标题：Conflict or Strategy? Asymmetric Role Framing of La France insoumise and Rassemblement National in French News Headlines, 2022-2025
AI 摘要
该研究分析了2022至2025年间25家法语媒体发布的28592条新闻标题，使用三模型LLM流水线进行标注，发现法国媒体对极左政党“不屈法国”和极右政党“国民联盟”的报道存在角色不对称：前者更多以冲突框架出现，后者更多以战略选举框架出现。这种差异在多个模型和统计检验中保持稳定，且不受媒体类型影响。研究还提出了一种分层可靠性框架，用于校准政治文本任务中的多数投票LLM标注流水线。
正文节选
Conflict or Strategy? Asymmetric Role Framing of La France insoumise and Rassemblement National in French News Headlines, 2022–2025 Abstract Do French news headlines frame left- and right-populist challengers as symmetric "extremes," or as fundamentally different political adversaries? We examine 28,592 headlines about La France insoumise (LFI) and Rassemblement National (RN) published by 25 French-language outlets between 2022 and 2025, annotated through a three-model LLM pipeline validated aga