Detecting misinformation through Framing Theory: the Frame Element-based Model

arXiv:2402.15525v1 Announce Type: new
Abstract: In this paper, we delve into the rapidly evolving challenge of misinformation detection, with a specific focus on the nuanced manipulation of narrative frames - an under-explored area within the AI community. The potential for Generative AI models to generate misleading narratives underscores the urgency of this problem. Drawing from communication and framing theories, we posit that the presentation or 'framing' of accurate information can dramatically alter its interpretation, potentially leading to misinformation. We highlight …

abstract ai community ai models arxiv challenge community cs.cl cs.cy detection element focus generate generative generative ai models manipulation misinformation narrative paper theory through type