Just look at the generated * .tex file! Here's the relevant part (I took the freedom to level it a little better than knit ):
\begin{knitrout} \definecolor{shadecolor}{rgb}{0.969, 0.969, 0.969}\color{fgcolor}\begin{kframe} \begin{alltt} \hlkwd{plot}\hlstd{(}\hlnum{1}\hlopt{:}\hlnum{10}\hlstd{)} \end{alltt} \end{kframe} \begin{figure} \includegraphics[width=\maxwidth]{figure/multichunk-1} \caption[hello]{hello} \label{fig:multichunk1} \end{figure} \begin{kframe}\begin{alltt} \hlkwd{plot}\hlstd{(}\hlnum{10}\hlopt{:}\hlnum{1}\hlstd{)} \end{alltt} \end{kframe} \begin{figure} \includegraphics[width=\maxwidth]{figure/multichunk-2} \caption[hello]{hello} \label{fig:multichunk2} \end{figure}
So, if you look carefully, you will notice that the multiplier numbers are called fig:multichunk1 and fig:multichunk2 . Indeed, if you refer to these ( \ref{fig:multichunk1} , ...), everything works fine.
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