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  5. Mixture of Experts
Model Architecturesaka MoE

Mixture of Experts

A mixture-of-experts model routes each input to a subset of specialized parameter blocks instead of activating every block.

Ask Melo about this← all terms

A learned router scores experts and selects one or more for each token or example. Sparse activation can increase parameter capacity without making the computation per token grow at the same rate, though routing and load balancing add complexity.

Related terms

Encoder-Only ModelDecoder-Only ModelDiffusion ModelGenerative Adversarial NetworkPredictive CodingSparse Attention

Where Mixture of Experts comes up

  • Microsoft AI Finishes MAI-Base-2: 2.8T-Parameter MoE, Trained on 16k GB200s in 38 Days
  • Aleph Alpha Kolibri: A 78B Open-Weight German-English MoE With 3.5B Active Parameters
  • What are parameters in a large language model? Billions, MoE, and what 2026 model cards really say
  • Janas: Run an 80B MoE Model on a 32 GB Laptop by Streaming Experts From SSD