What is evaluation of mixture-of-experts (MoE) models?

MoE evaluation assesses routing quality and expert specialization.

Mixture-of-Experts models route inputs to specialized sub-models. Evaluation must measure not only prediction quality but also routing efficiency, load balancing, and expert utilization. Poor routing can lead to underused experts or collapsed specialization.