fix: add caption package, fix overfull hbox, correct RoFormer author names
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main.tex
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main.tex
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@ -9,6 +9,7 @@
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\usepackage{graphicx}
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\usepackage{graphicx}
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\usepackage{hyperref}
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\usepackage{hyperref}
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\usepackage{float}
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\usepackage{float}
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\usepackage{caption}
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\usepackage{enumitem}
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\usepackage{enumitem}
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\usepackage{url}
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\usepackage{url}
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@ -101,6 +102,7 @@ with Rotary Position Embedding (RoPE)~\cite{su2024roformer}.
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\begin{table}[H]
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\begin{table}[H]
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\centering
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\centering
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\caption{Model configuration. Total: $\sim$1.2B parameters.}
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\caption{Model configuration. Total: $\sim$1.2B parameters.}
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\label{tab:model_config}
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\begin{tabular}{@{}lrlr@{}}
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\begin{tabular}{@{}lrlr@{}}
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\toprule
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\toprule
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\textbf{Parameter} & \textbf{Value} & \textbf{Parameter} & \textbf{Value} \\
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\textbf{Parameter} & \textbf{Value} & \textbf{Parameter} & \textbf{Value} \\
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@ -235,9 +237,10 @@ Without the $1/\sqrt{2L}$ factor on $\mathbf{W}_o$ and
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$\mathbf{W}_{\text{down}}$, the per-block residual variance becomes $0.689$
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$\mathbf{W}_{\text{down}}$, the per-block residual variance becomes $0.689$
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instead of $0.689/L \approx 0.014$. After $L=24$ blocks:
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instead of $0.689/L \approx 0.014$. After $L=24$ blocks:
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\begin{equation}
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\begin{equation}
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\text{Without scaling: } \Var(\mathbf{x}_{24}) \approx 1 + 24 \times 0.689 = 17.5,
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\begin{aligned}
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\qquad
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\text{Without scaling: } \Var(\mathbf{x}_{24}) &\approx 1 + 24 \times 0.689 = 17.5,\\
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\text{With scaling: } \Var(\mathbf{x}_{24}) \approx 1 + 24 \times 0.014 = 1.34.
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\text{With scaling: } \Var(\mathbf{x}_{24}) &\approx 1 + 24 \times 0.014 = 1.34.
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\end{aligned}
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\end{equation}
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\end{equation}
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\textbf{Stage 2: Saturation.} The 17.5$\times$ inflated variance at deep
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\textbf{Stage 2: Saturation.} The 17.5$\times$ inflated variance at deep
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@ -314,7 +317,7 @@ N.~Shazeer. GLU variants improve Transformer.
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\textit{arXiv:2002.05202}, 2020.
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\textit{arXiv:2002.05202}, 2020.
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\bibitem{su2024roformer}
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\bibitem{su2024roformer}
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J.~Su, M.~Ahmed, Y.~Lu, S.~Pan, W.~Bo, Y.~Liu.
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J.~Su, A.~Murtadha, Y.~Lu, S.~Pan, B.~Wen, Y.~Liu.
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Roformer: Enhanced transformer with rotary position embedding.
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Roformer: Enhanced transformer with rotary position embedding.
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\textit{Neurocomputing}, 568:127063, 2024.
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\textit{Neurocomputing}, 568:127063, 2024.
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