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\begin{document}
\begin{table}
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\toprule & & \multicolumn{5}{c|}{\textbf{\textsc{Llama-3.2-3B-IT}}} & \multicolumn{5}{c}{\textsc{\textbf{Qwen2.5-3B-IT}}} \\
\textbf{\texttt{RewardBench}} & \textbf{Category} & \textbf{Chat} & \textbf{Chat(H)} & \textbf{Safety} & \textbf{Reason} & \textbf{Avg.} & \textbf{Chat} & \textbf{Chat(H)} & \textbf{Safety} & \textbf{Reason} & \textbf{Avg.} \\
\midrule \multirow{3}{*}{\textsc{\textbf{Spanish}}} & \textbf{Target} & {}86.3 & 69.3 & 89.3 & 72.4 & 79.3 & 82.7 & 68.0 & 88.3 & 73.6 & 78.1 \\
& \textbf{English} & 79.1 & 67.3 & 88.0 & 65.5 & 75.0 & 80.7 & 68.2 & 84.8 & 68.2 & 75.5 \\
& $\Delta$ & -7.2 & -2.0 & -1.3 & -6.9 & -4.3 & -2.0 & +0.2 & -3.5 & -5.4 & -2.6 \\
\midrule \multirow{3}{*}{\textsc{\textbf{Italian}}} & \textbf{Target} & 83.0 & 69.3 & 88.7 & 75.1 & 79.0 & 83.2 & 68.2 & 88.4 & 76.0 & 79.0 \\
& \textbf{English} & 75.4 & 62.5 & 88.5 & 65.7 & 73.0 & 77.1 & 67.8 & 85.7 & 72.8 & 75.8 \\
& $\Delta$ & -7.6 & -6.8 & -0.2 & -9.4 & -6.0 & -6.1 & -0.4 & -2.7 & -3.2 & -3.2 \\
\midrule \multirow{3}{*}{\textsc{\textbf{Korean}}} & \textbf{Target} & 69.6 & 58.8 & 80.9 & 60.1 & 67.3 & 68.4 & 63.2 & 80.9 & 61.4 & 68.5 \\
& \textbf{English} & 69.8 & 59.4 & 84.3 & 73.0 & 71.6 & 70.7 & 61.6 & 85.4 & 73.6 & 72.8 \\
& $\Delta$ & +0.2 & +0.6 & +3.4 & +12.9 & +4.3 & +2.3 & -1.6 & +4.5 & +12.2 & +4.3 \\
\midrule \multirow{3}{*}{\textsc{\textbf{Chinese}}} & \textbf{Target} & 68.7 & 59.9 & 81.2 & 52.6 & 65.6 & 69.8 & 64.7 & 81.8 & 61.3 & 69.4 \\
& \textbf{English} & 54.7 & 64.0 & 82.6 & 79.3 & 70.2 & 58.7 & 67.8 & 84.3 & 78.2 & 72.2 \\
& $\Delta$ & -14.0 & +4.1 & +1.4 & +26.7 & +4.6 & -11.1 & +3.1 & +2.5 & +16.9 & +2.8 \\
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\caption{Table 1: \texttt{Multilingual RewardBench} evaluation results on
the target language ("Target") and English ("English") RMs. "$\Delta$" denotes
the accuracy gain of English RMs compared to the target language RMs.
English RMs show higher average scores in the lingual axis than target
language RMs. Also, English RMs excel target language RMs in reasoning ("Reason")
tasks with diverse evaluation sub-categories.}
\end{table}
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