CA-FVD detects fake news videos by using an MLLM to label cross-modal inconsistencies and fusing consistency and emotion scores, with reported accuracy gains on FakeSV and FakeTT.
In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, vol
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Consistency-aware Fake Videos Detection on Short Video Platforms
CA-FVD detects fake news videos by using an MLLM to label cross-modal inconsistencies and fusing consistency and emotion scores, with reported accuracy gains on FakeSV and FakeTT.