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fix(paper): use math-mode ASCII minus in transfer table to avoid Unicode U+2212 LaTeX error
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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paper/transfer_table.tex

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Original file line numberDiff line numberDiff line change
@@ -9,26 +9,26 @@
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\multicolumn{5}{l}{\textit{Syntactic correctness}} \\
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\quad\textcolor{gray}{\small In-dist (Verified)} & \textcolor{gray}{\small 0.698} & \textcolor{gray}{\small 0.669} & \textcolor{gray}{\small 0.679} & \textcolor{gray}{\small 0.626} \\
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\quad\textcolor{gray}{\small In-dist (Pro)} & \textcolor{gray}{\small 0.780} & \textcolor{gray}{\small 0.746} & \textcolor{gray}{\small 0.757} & \textcolor{gray}{\small 0.756} \\
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\quad Verified $\rightarrow$ Pro & 0.513\,{\scriptsize 0.266} & 0.505\,{\scriptsize 0.241} & 0.537\,{\scriptsize 0.220} & 0.520\,{\scriptsize 0.236} \\
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\quad Pro $\rightarrow$ Verified & 0.508\,{\scriptsize 0.190} & 0.561\,{\scriptsize 0.108} & 0.524\,{\scriptsize 0.155} & 0.488\,{\scriptsize 0.138} \\
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\quad Verified $\rightarrow$ Pro & 0.513\,{\scriptsize $-0.266$} & 0.505\,{\scriptsize $-0.241$} & 0.537\,{\scriptsize $-0.220$} & 0.520\,{\scriptsize $-0.236$} \\
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\quad Pro $\rightarrow$ Verified & 0.508\,{\scriptsize $-0.190$} & 0.561\,{\scriptsize $-0.108$} & 0.524\,{\scriptsize $-0.155$} & 0.488\,{\scriptsize $-0.138$} \\
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\midrule
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\multicolumn{5}{l}{\textit{Functional correctness}} \\
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\quad\textcolor{gray}{\small In-dist (Verified)} & \textcolor{gray}{\small 0.775} & \textcolor{gray}{\small 0.791} & \textcolor{gray}{\small 0.769} & \textcolor{gray}{\small 0.716} \\
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\quad\textcolor{gray}{\small In-dist (Pro)} & \textcolor{gray}{\small 0.681} & \textcolor{gray}{\small 0.726} & \textcolor{gray}{\small 0.714} & \textcolor{gray}{\small 0.670} \\
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\quad Verified $\rightarrow$ Pro & 0.670\,{\scriptsize 0.011} & 0.693\,{\scriptsize 0.033} & 0.672\,{\scriptsize 0.042} & 0.616\,{\scriptsize 0.055} \\
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\quad Pro $\rightarrow$ Verified & 0.683\,{\scriptsize 0.092} & 0.742\,{\scriptsize 0.049} & 0.712\,{\scriptsize 0.057} & 0.650\,{\scriptsize 0.066} \\
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\quad Verified $\rightarrow$ Pro & 0.670\,{\scriptsize $-0.011$} & 0.693\,{\scriptsize $-0.033$} & 0.672\,{\scriptsize $-0.042$} & 0.616\,{\scriptsize $-0.055$} \\
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\quad Pro $\rightarrow$ Verified & 0.683\,{\scriptsize $-0.092$} & 0.742\,{\scriptsize $-0.049$} & 0.712\,{\scriptsize $-0.057$} & 0.650\,{\scriptsize $-0.066$} \\
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\midrule
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\multicolumn{5}{l}{\textit{Reduces failures}} \\
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\quad\textcolor{gray}{\small In-dist (Verified)} & \textcolor{gray}{\small 0.743} & \textcolor{gray}{\small 0.769} & \textcolor{gray}{\small 0.743} & \textcolor{gray}{\small 0.674} \\
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\quad\textcolor{gray}{\small In-dist (Pro)} & \textcolor{gray}{\small 0.681} & \textcolor{gray}{\small 0.718} & \textcolor{gray}{\small 0.697} & \textcolor{gray}{\small 0.657} \\
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\quad Verified $\rightarrow$ Pro & 0.654\,{\scriptsize 0.026} & 0.690\,{\scriptsize 0.028} & 0.654\,{\scriptsize 0.043} & 0.573\,{\scriptsize 0.084} \\
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\quad Pro $\rightarrow$ Verified & 0.636\,{\scriptsize 0.107} & 0.684\,{\scriptsize 0.085} & 0.668\,{\scriptsize 0.075} & 0.610\,{\scriptsize 0.063} \\
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\quad Verified $\rightarrow$ Pro & 0.654\,{\scriptsize $-0.026$} & 0.690\,{\scriptsize $-0.028$} & 0.654\,{\scriptsize $-0.043$} & 0.573\,{\scriptsize $-0.084$} \\
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\quad Pro $\rightarrow$ Verified & 0.636\,{\scriptsize $-0.107$} & 0.684\,{\scriptsize $-0.085$} & 0.668\,{\scriptsize $-0.075$} & 0.610\,{\scriptsize $-0.063$} \\
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\midrule
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\multicolumn{5}{l}{\textit{Has regressions}} \\
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\quad\textcolor{gray}{\small In-dist (Verified)} & \textcolor{gray}{\small 0.688} & \textcolor{gray}{\small 0.697} & \textcolor{gray}{\small 0.675} & \textcolor{gray}{\small 0.612} \\
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\quad\textcolor{gray}{\small In-dist (Pro)} & \textcolor{gray}{\small 0.645} & \textcolor{gray}{\small 0.705} & \textcolor{gray}{\small 0.739} & \textcolor{gray}{\small 0.691} \\
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\quad Verified $\rightarrow$ Pro & 0.560\,{\scriptsize 0.084} & 0.658\,{\scriptsize 0.047} & 0.634\,{\scriptsize 0.105} & 0.601\,{\scriptsize 0.090} \\
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\quad Pro $\rightarrow$ Verified & 0.583\,{\scriptsize 0.105} & 0.631\,{\scriptsize 0.066} & 0.604\,{\scriptsize 0.071} & 0.530\,{\scriptsize 0.081} \\
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\quad Verified $\rightarrow$ Pro & 0.560\,{\scriptsize $-0.084$} & 0.658\,{\scriptsize $-0.047$} & 0.634\,{\scriptsize $-0.105$} & 0.601\,{\scriptsize $-0.090$} \\
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\quad Pro $\rightarrow$ Verified & 0.583\,{\scriptsize $-0.105$} & 0.631\,{\scriptsize $-0.066$} & 0.604\,{\scriptsize $-0.071$} & 0.530\,{\scriptsize $-0.081$} \\
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\bottomrule
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\end{tabular}
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\end{table*}

run_paper_figures.py

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@@ -355,8 +355,8 @@ def build_transfer_table(
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layer_header = " & ".join(f"Layer {l}" for l in layers)
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def _fmt_delta(delta: float) -> str:
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sign = "+" if delta >= 0 else ""
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return rf"{{\scriptsize {sign}{abs(delta):.3f}}}"
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sign = "+" if delta >= 0 else "-"
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return rf"{{\scriptsize ${sign}{abs(delta):.3f}$}}"
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def _get_aucs(res_dir, run_id, probe):
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res = _load(res_dir, run_id, probe)

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