diff --git a/master.tex b/master.tex
index 555b582b5e0ee65fa05b9409d3e1e058ab47c4fa..13d3ab26e0a4ed12592b6c0b2ad1909e48d43409 100755
--- a/master.tex
+++ b/master.tex
@@ -198,7 +198,12 @@ Department for Computer-Networks and Communication-Systems}
 \begin{frame}{Targets}
 	\begin{itemize}
 		\item [1] Collect and provide annotated Tweets in line with Twitter guidelines
-		\item [2] Fine-tune \emph{BERT} or \emph{BERTweet} to classify argumentative Tweets
+		\item [2] Find valid baselines
+		\item [3] Fine-tune \emph{BERT} or \emph{BERTweet} with \emph{classification-head}
+		\begin{itemize}
+			\item with MLM
+			\item with NSP
+		\end{itemize}
 	\end{itemize}
 \end{frame}
 
@@ -312,21 +317,30 @@ Department for Computer-Networks and Communication-Systems}
 	\end{tcolorbox}
 \end{frame}
 
-\begin{frame}{About the data}
-	Reply-Trees, weiteres Vorgehen
-	MLM; NSP
-\end{frame}
-
-\begin{frame}
+\section{Next Steps}
+\begin{frame}{Next Steps}
 	\begin{center}
-		\includegraphics[scale=0.05]{bilder/AbortionGraph}
+		\begin{columns}
+			\column{0.6\textwidth}
+				\includegraphics[scale=0.05]{bilder/AbortionGraph}
+			\column{0.4\textwidth}
+			\includegraphics[scale=0.08]{bilder/ReplyTree}
+			\begin{itemize}
+				\item []
+				\item Collect more topics
+				\item Enrich with Reply-Trees
+				\item Select candidates + annotate
+			\end{itemize}
+		\end{columns}
 	\end{center}
 \end{frame}
 
-\begin{frame}
-	\begin{center}
-		\includegraphics[scale=0.2]{bilder/ReplyTree}
-	\end{center}
+\begin{frame}{Challenges}
+	\begin{itemize}
+		\item [1] Twitter complete reconstruction of conversation within 30 days
+		\item [2] Are Root-Tweets possibly enough?
+		\item [3] Candidate selection for annotation
+	\end{itemize}
 \end{frame}
 
 \begin{frame}