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D-SECURE: Dual-Source Evidence Combination for Unified Reasoning in Misinformation Detection

Announce Type: replace Abstract: Multimodal misinformation increasingly mixes realistic im-age edits with fluent but misleading text, producing persuasive posts that are difficult to verify. Existing systems usually rely on a single evidence source. Content-based detectors identify local inconsistencies within an image and its caption but cannot determine global factual truth.

arXiv CS 9d ago