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Hallucination remains a significant challenge in Large Vision-Language Models (LVLMs). Existing training-free methods generally mitigate hallucinations through contrastive decoding or visual enhancement, often increasing the relative influence of visual evidence during generation. This raises a fundamental question: Ca...
A rejudge protocol is introduced that extends direct contradiction with decision-boundary perturbations and adversarial rationales to address the susceptibility of initially correct model judgments to annotator-style rebuttals and whether attack effectiveness differs across manipulation directions.
MoWorld is the first real-time interactive World Model built on the Neural Processing Unit (NPU) and can achieves up to 50 FPS in such the devices, enabling practical and efficient deployment at scale.
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