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Calibrating learning rates based on token reliability can reduce reconstruction errors by over 300% in streaming 3D tasks.
LVLMs falter dramatically in video quality understanding as the duration and complexity of content increase, revealing critical gaps in their perceptual reasoning capabilities.
