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Symbol in context

kk

This entry links every published equation using this exact notation. Its meaning may change between equations.

Meanings in context

Used in 247 equations

Ttotal=Tparent+∑i=1kTsubagenti,Tparent≪∑i=1kTsubagenti.T_{\mathrm{total}} = T_{\mathrm{parent}} + \sum_{i=1}^{k} T_{\mathrm{subagent}_i}, \qquad T_{\mathrm{parent}} \ll \sum_{i=1}^{k} T_{\mathrm{subagent}_i}.

Why Claude Code Delegates to Subagents, and What That Actually Buys You · Equation 1

This equation states an equality: the expressions on both sides have the same value under the article’s assumptions.

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RMSNorm(x)j=xjRMS(x) gj,RMS(x)=1d∑k=1dxk2+ϵ.\mathrm{RMSNorm}(x)_j = \frac{x_j}{\mathrm{RMS}(x)}\, g_j, \qquad \mathrm{RMS}(x) = \sqrt{\frac{1}{d}\sum_{k=1}^{d} x_k^2 + \epsilon}.

How Llama's Architecture Actually Works, Generation by Generation · Equation 19

This equation states an equality: the expressions on both sides have the same value under the article’s assumptions.

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y(x)=∑i∈TopK(G(x))G(x)i⋅Ei(x),Ctok≈kE⋅Ctokdense(Ntotal)y(x) = \sum_{i \in \mathrm{TopK}(G(x))} G(x)_i \cdot E_i(x), \qquad C_{\text{tok}} \approx \frac{k}{E} \cdot C_{\text{tok}}^{\text{dense}}(N_{\text{total}})

Shrink It, Train It Small, or Search for It: The Main Strategies for Small Models, Compared · Equation 29

This equation gives an approximation: it relates the quantities while allowing an approximation.

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