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Identifying multimodal misinformation leveraging novelty detection and emotion recognition. | LitMetric

With the growing presence of multimodal content on the web, a specific category of fake news is rampant on popular social media outlets. In this category of fake online information, real multimedia contents (images, videos) are used in different but related contexts with manipulated texts to mislead the readers. The presence of seemingly non-manipulated multimedia content reinforces the belief in the associated fabricated textual content. Detecting this category of misleading multimedia fake news is almost impossible without relevance to any prior knowledge. In addition to this, the presence of and contents can fuel the rapid dissemination of such fake news. To counter this problem, in this paper, we first introduce a novel multimodal fake news dataset that includes (from authenticate sources) of the misleading articles. Second, we design a multimodal framework using and tasks for fake news detection. We perform extensive experiments to reveal that our proposed model outperforms the state-of-the-art (SOTA) models.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242597PMC
http://dx.doi.org/10.1007/s10844-023-00789-xDOI Listing

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