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Stateagent transforms video generation by effectively tracking and inferring world states, leading to a 54% improvement in coherence across segments.
MLLMs struggle with real-world industrial measurements, achieving only 25.7% accuracy in a new benchmark that simulates authentic operational challenges.
Object hallucinations in LVLMs can be effectively detected by analyzing attention drifts and prediction changes, revealing critical insights into model reliability.
