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Paper · arXiv

RCMN: Understanding Misleadingness in Influential Public Discourse

Influential public discourse shapes public beliefs and can also mislead, not only through what is stated, but also through how information is framed, omitted, contextualised, and communicated. Yet less research has focused on how such misleadingness arises and shapes the interpretations formed by readers. To address this gap, we introduce Reader-Centric Misleadingness Understanding (RCMN), a framework that operationalises misleadingness through five dimensions: misleading mechanism, likely reader interpretation, evidence-warranted interpretation, emotional arousal, and communicative intent. Based on this framework, we construct an evidence-grounded dataset of influential public discourse....

AuthorsPeiling Yi
Primary categorycs.CL
Published27 August 2026
Last updated at source27 August 2026
cs.CLcs.AI
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