MoE MoEMixed Expert Models MoE1991 Adaptive Mixture of Local Experts MoE .

2.1 MoE MoETransformerFFNMoE-layerMoE-Layergateexperts gateexpert.

MixtralDeepSeek-v3MoE MixtralMoEGrokDBRX164DeepSeekMLA.

Understanding the Context

Self-MoE 55% .

MoEDeepseekMoE 2021 .

moe.

2021V-MoEMoETransformer 2022LIMoE.

Key Insights

Mixture of ExpertsMOEMOE.

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tokentoken MoE Switch Transformer.