diff --git a/article.Rtex b/article.Rtex
index 492a675..9e88cca 100644
--- a/article.Rtex
+++ b/article.Rtex
@@ -710,7 +710,7 @@ Our MLA method works in this scenario, as shown in \ref{fig:real.data.example.ap
 \centering
 \begin{subfigure}{\linewidth}
 <<real.data.example.iv.full,echo=FALSE, message=FALSE, warning=FALSE, result='asis', dev='pdf', fig.asp=0.3,cache=F>>=
-p <- plot.civilcomments.iv.example(include.models=c("Automatic Classifications", "Manual Annotations", "Annotation Sample", "Error Correction"))
+p <- plot.civilcomments.iv.example(include.models=c("Automatic Classification", "Manual Annotations", "Annotation Sample", "Error Correction"))
 print(p)
 @
 \subcaption{\emph{Example 1}: Misclassification in an independent variable. \label{fig:real.data.example.iv.app}}
@@ -718,7 +718,7 @@ print(p)
 
 \begin{subfigure}{\linewidth}
 <<real.data.example.dv.full,echo=FALSE, message=FALSE, warning=FALSE, result='asis', dev='pdf', fig.asp=0.3,cache=F>>=
-p <- plot.civilcomments.dv.example(include.models=c("Automatic Classifications", "All Annotations", "Annotation Sample", "Error Correction"))
+p <- plot.civilcomments.dv.example(include.models=c("Automatic Classification", "All Annotations", "Annotation Sample", "Error Correction"))
 print(p)
 @
 \subcaption{\emph{Example 2}: Misclassification in a dependent variable. \label{fig:real.data.example.dv.app}}