Equation 11 · Part 1 · A History of Llama and the Open-Weight AI Movement
Symbol k
What this part means
the number of routed experts activated per token.
Its job in the formula
k is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol k→Article meaning
Where the article explains it
where is the always-active shared-expert capacity, is the parameter count of one routed expert, and k is the number of routed experts activated per token.
The passage around this formula
where is the always-active shared-expert capacity, is the parameter count of one routed expert, and k is the number of routed experts activated per token. Total capacity scales with the number of experts E available to the router, roughly + E , while inference compute scales with , not …
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
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Sources cited in the article section
- [15] The Llama 4 Herd: The Beginning of a New Era of Natively Multimodal AI Innovation ↗
- [16] Meta's Benchmarks for Its New AI Models Are a Bit Misleading ↗
- [17] Meta's 'Vanilla' Maverick AI Model Ranks Below Rivals on a Popular Chat Benchmark ↗
These citations provide research context; check each source for the exact claim it supports.