Equation 10 · Dense, Sparse, and Distilled: Comparing Approaches to Frontier Model Capacity
What does this equation mean?
Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.
This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
Read it piece by piece
Symbol N_a
is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
subscript
The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.
How to interpret it
Read this expression with the definitions, units, and assumptions supplied by the article.
What the article says around this equation
What dense scaling breaks: nothing. It is the reference case, and its problem is precisely that M and both grow with N .
Sources cited in the article section
These citations give research context. Read each source to check which claims it supports.
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