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Today's specialized video hallucination detectors peak at an abysmal 34.63% accuracy under adversarial conditions, revealing that the verifiers meant to guardrail multimodal foundation models are fundamentally untrustworthy.
LLMs may exude confidence even when they lack sufficient information, leading to dangerous misguidance in clinical decision-making.
