Recent text-to-video (T2V) generation models enable fake news videos to be synthesized from scratch, shifting the threat beyond cheap fakes assembled from existing footage. Such news videos can closely match fabricated narratives, creating a modality alignment trap for existing detectors. Existing datasets lack pure sy...
Yi-Feng Luo, Yu-Peng Li, Liang Lan et al.· 1 citation
NVKE-CEI is a unified system that integrates a news video keyframes extraction method (NVKE) and an FNVDE framework leveraging both content and evidence information (CEI), which outperforms state-of-the-art baselines while generating high-quality content-grounded explanations.
Yi-Feng Luo, Yu-Peng Li, Ming Tang et al.· 0 citations
ReguSim, a controlled financial-compliance environment, and ReguBench, a target-marked monitoring benchmark, are introduced to separate four artifacts: stated reasoning, attempted action, execution enforcement, and monitor evidence to frame financial compliance evaluation as an audit of rule-grounded actions and eviden...
Yiyan Luo, Yihang Jiang, Qijun Xie et al.· 0 citations
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