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@@ -133,14 +133,14 @@ The architecture comparison sharpens the scope of the critique. In the terminal-
\begin{figure}[t]
\centering
-\includegraphics[width=0.92\linewidth]{figures/fig4_penalty_rescue.pdf}
+\includegraphics[width=\linewidth]{figures/fig4_penalty_rescue.pdf}
\caption{Penalty intervention view of the two modes: penalization rescues residual-stream scale and restores a measurable but still partial deep-layer credit signal, clarifying that numerical rescue and credit-quality rescue are related but distinct.}
\label{fig:penalty_rescue}
\end{figure}
\begin{figure}[t]
\centering
-\includegraphics[width=0.92\linewidth]{figures/fig5_cross_arch_summary.pdf}
+\includegraphics[width=\linewidth]{figures/fig5_cross_arch_summary.pdf}
\caption{Cross-architecture summary over ResMLP, ViT-Mini, StudentNet, and CNN: activation-growth failures recur across architectures, while gradient-floor failures appear in the terminal-normalized settings audited here.}
\label{fig:cross_arch_summary}
\end{figure}