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.
Who checks the checkers? exploring source credibility in twitter’s community notes.Journal of Computational Social Science, 9(1):24, 2026
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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.