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Symbol in context

E\mathbb{E}

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

Meanings in context

Used in 10 equations

E[rθ(x,y)]−β E[DKL ⁣(πRL ∥ πSFT)]+γ E[log⁡πRL(x)],\mathbb{E}\big[r_\theta(x,y)\big] - \beta\,\mathbb{E}\big[D_{\mathrm{KL}}\!\left(\pi^{\mathrm{RL}} \,\|\, \pi^{\mathrm{SFT}}\right)\big] + \gamma\,\mathbb{E}\big[\log \pi^{\mathrm{RL}}(x)\big],

What RLHF Actually Optimises: Rated Agreeableness, and Where It Parts from Helpfulness · Equation 3

This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text.

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lim⁡m→∞var⁡ ⁣(dm(Pm,Qm)pE[dm(Pm,Qm)p])=0    ⟹    lim⁡m→∞Pr⁡ ⁣[Dmax⁡(m)≤(1+ε) Dmin⁡(m)]=1\lim_{m \to \infty} \operatorname{var}\!\left( \frac{d_m(P_m, Q_m)^p}{\mathbb{E}\left[ d_m(P_m, Q_m)^p \right]} \right) = 0 \;\;\Longrightarrow\;\; \lim_{m \to \infty} \Pr\!\left[ D_{\max}^{(m)} \le (1 + \varepsilon)\, D_{\min}^{(m)} \right] = 1

Embeddings and the Geometry of Similarity · Equation 6

This equation states a bound: one expression must stay on the indicated side of the other under the article’s assumptions.

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lim⁡d→∞E ⁣[Dmax⁡k−Dmin⁡kd1/k−1/2]=C⋅1(k+1)1/k12k+1,\lim_{d \to \infty} \mathbb{E}\!\left[ \frac{D_{\max}^{k} - D_{\min}^{k}}{d^{1/k - 1/2}} \right] = C \cdot \frac{1}{(k+1)^{1/k}} \sqrt{\frac{1}{2k+1}},

Embeddings and the Geometry of Similarity · Equation 9

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

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