X-POSE is a real-world multimodal fact-checking benchmark from X posts and news articles; TRENT is a model with parallel cross-attention and entailment/contradiction fusion that outperforms prior specialized models and VLMs.
A survey of defenses against ai-generated visual media: Detection, disruption, and authentication.ACM Computing Surveys, 58(5):1–35, 2025
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Evidence Triangulation for Multimodal Fact-Checking in the Wild
X-POSE is a real-world multimodal fact-checking benchmark from X posts and news articles; TRENT is a model with parallel cross-attention and entailment/contradiction fusion that outperforms prior specialized models and VLMs.