DIVER: Dynamic Iterative Visual Evidence Reasoning for Multimodal Fake News Detection
How much verified proof exists for this claim
One strong evidence source: arxiv
How intriguing or unexplained this claim is
The claim presents an emerging narrative in the field of fake news detection with some uncertainties related to the effectiveness and implementation of the DIVER framework, but it is grounded in a specific methodological approach with a clear objective.
Multimodal fake news detection is crucial for mitigating adversarial misinformation. Existing methods, relying on static fusion or LLMs, face computational redundancy and hallucination risks due to weak visual foundations. To address this, we propose DIVER (Dynamic Iterative Visual Evidence Reasoning), a framework grounded in a progressive, evidence-driven reasoning paradigm. DIVER first establishes a strong text-based baseline through language analysis, leveraging intra-modal consistency to ...