MoE Parameter Efficiency Depends on Router Effectiveness

Mixture-of-Experts (MoE) performance is not solely determined by active parameter count, but by the router's ability to select optimal experts. Effective routing allows an MoE model to approach the performance of a much larger dense model while maintaining lower inference latency.