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Institute of Computing Technology, Chinese Academy of Sciences, University of Chinese Academy of Sciences
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LLMs' own self-judgments, when logically linked to their response features, can significantly improve hallucination detection.
FactGuard's agentic framework substantially boosts video misinformation detection by strategically using external tools and reinforcement learning to overcome the inherent limitations of relying solely on internal MLLM reasoning.