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This paper introduces a two-dimensional framework for analyzing news headlines, separating salience framing from selection framing, and applies it to a large-scale audit of French headlines using LLM-based annotation, revealing disparities in media framing.
This paper analyzes 28,592 French news headlines about La France insoumise and Rassemblement National using an LLM annotation pipeline, finding asymmetric role framing where LFI is more often framed as aggressors and RN as strategic actors.