diff --git a/src/final_presentation/main.tex b/src/final_presentation/main.tex
index d120117..1f31021 100644
--- a/src/final_presentation/main.tex
+++ b/src/final_presentation/main.tex
@@ -1920,7 +1920,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{vanilla BP}
-        \item Compare cold- and warm-start decoding
+        \item Larger improvement for lower error rate
     \end{itemize}
 
     \vspace*{5mm}
@@ -2264,7 +2264,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{vanilla BP}
-        \item Compare cold- and warm-start decoding
+        \item Larger improvement for fewer iterations
     \end{itemize}
 
     \begin{minipage}{0.66\textwidth}
@@ -2354,7 +2354,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{vanilla BP}
-        \item Compare cold- and warm-start decoding
+        \item Similar behavior to before
     \end{itemize}
 
     \vspace*{5mm}
@@ -2654,7 +2654,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{vanilla BP}
-        \item Compare cold- and warm-start decoding
+        \item Similar behavior to before
     \end{itemize}
 
     \begin{minipage}{0.66\textwidth}
@@ -2838,7 +2838,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{BPGD}
-        \item Compare cold- and warm-start decoding
+        \item Larger improvement for lower error rate
     \end{itemize}
 
     \vspace*{5mm}
@@ -3188,7 +3188,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{BPGD}
-        \item Compare cold- and warm-start decoding
+        \item Jump in performance when most \acp{vn} are decimated
     \end{itemize}
 
     \begin{minipage}{0.66\textwidth}
@@ -3279,7 +3279,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{BPGD}
-        \item Compare cold- and warm-start decoding
+        \item Similar behavior to before
     \end{itemize}
 
     \vspace*{5mm}
@@ -3582,7 +3582,7 @@
 
     \begin{itemize}
         \item Examine decoding performance for \schlagwort{BPGD}
-        \item Compare cold- and warm-start decoding
+        \item Again, jump in performance when most \acp{vn} are decimated
     \end{itemize}
 
     \begin{minipage}{0.66\textwidth}