diff --git a/mypaper-final.tex b/mypaper-final.tex
index 1c0cc9aae49531d9f60ffe2db427074a21b696ea..6551f54cec892df1bd05be5e6618706afffc5d35 100644
--- a/mypaper-final.tex
+++ b/mypaper-final.tex
@@ -205,7 +205,7 @@ compromising precision, describing and classifying relevant documents
 that are not amenable to filtering , and estimating the upper-bound
 of recall on entity-based filtering.
 
-The rest of the paper  is organized as follows. Section \ref{sec:desc} describes the dataset and section \ref{sec:fil} defines the task. In section  \ref{sec:lit}, we discuss related litrature folowed by a discussion of our method in \ref{sec:mthd}. Following that,  we present the experimental resulsy in \ref{sec:expr}, and discuss and analyze them in \ref{sec:analysis}. Towards the end, we discuss the impact of filtering choices on classification in section \ref{sec:impact}, examine and categorize unfilterable docuemnts in section \ref{sec:unfil}. Finally, we present our conclusions in \ref{}{sec:conc}.
+The rest of the paper  is organized as follows. Section \ref{sec:desc} describes the dataset and section \ref{sec:fil} defines the task. In section  \ref{sec:lit}, we discuss related litrature folowed by a discussion of our method in \ref{sec:mthd}. Following that,  we present the experimental resulsy in \ref{sec:expr}, and discuss and analyze them in \ref{sec:analysis}. Towards the end, we discuss the impact of filtering choices on classification in section \ref{sec:impact}, examine and categorize unfilterable documents in section \ref{sec:unfil}. Finally, we present our conclusions in \ref{}{sec:conc}.
 
 
  \section{Data Description}\label{sec:desc}
@@ -1048,9 +1048,9 @@ Across document categories, we observe a pattern in recall of others, followed b
 and name-variants bring in new relevant documents that can not be retrieved by canonicals. The rest of the two deltas are very small,  suggesting that partial names of name variants do not bring in new relevant documents. 
 
 
-\section{Unfilterable documents}\label{sec:unfil}
+%\section{Unfilterable documents}\label{sec:unfil}
 
-\subsection{Missing vital-relevant documents \label{miss}}
+\section{Missing vital-relevant documents}\label{sec:unfil}
 
 %