Community note debunks claim that distant tokens never share MoE experts

NathanpmYoung · x · 2026-10-24

Nathan Young highlighted a dispute between Goodfire AI's Nick Cammarata and a community note: the claim was that in MoE models, packing across distant tokens is nearly impossible since such tokens aren't routed to the same expert.

The community note (marked "Written by AI", rated helpful) counters that MoE routers do not guarantee semantically distant tokens go to different experts—a study of five pretrained MoE models found deeper layers can activate nearly identical experts for semantically unrelated inputs (arXiv 2604.09780).

Related event: Community Notes debunk claim about MoE distant-token expert routing(2 posts)→

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