moe-vs-dense

#moe-vs-dense

Forgive my ignorance but how is a 27B model better than 397B?

Reddit r/LocalLLaMA ↗ · 2026-04-22

User questions how Qwen's 27B dense model can outperform its 397B MoE variant, sparking discussion on MoE efficiency versus dense model quality.

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#moe-vs-dense

I ran an experiment on the 30b class of gemma4 and qwen3.5 models to try to learn about energy cost and performance tradeoffs. In other words, which models use more energy to give the same answer quality?

Reddit r/LocalLLaMA ↗ · 2026-04-21

Empirical study on four 30B-class dense and MoE models showing Gemma-4 26B MoE delivers equal accuracy at 1.9–15 Wh while dense and larger MoE variants consume up to 34 Wh for the same reasoning tasks.

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moe-vs-dense

Forgive my ignorance but how is a 27B model better than 397B?

I ran an experiment on the 30b class of gemma4 and qwen3.5 models to try to learn about energy cost and performance tradeoffs. In other words, which models use more energy to give the same answer quality?

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