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Uncertainty alone can mislead expert activation; VI-MoLE redefines routing by focusing on certified value-of-information, leading to more informed and efficient model decisions.
Activating experts based on token uncertainty allows CARE to outperform traditional fixed routing methods while using fewer resources.
