diff --git a/doc/report/introduction.tex b/doc/report/introduction.tex
index 09831480116364a1c0336df6852ee2f7da40c6c2..e198187f43a2f44adb87dfaf9d550cac6142cf4d 100644
--- a/doc/report/introduction.tex
+++ b/doc/report/introduction.tex
@@ -13,14 +13,14 @@ One topic of research in this field is the idea of a \emph{tetrapodal
   search} that combines four distinct areas of mathematical knowledge.
 These four kinds being (1)~the actual formulae as \emph{symbolic
   knowledge}, (2)~examples and concrete objects as \emph{concrete
-  knowledge}, (3)~names and comments as \emph{narrative knowledge} and
+  knowledge}, (3)~prose, names and comments as \emph{narrative knowledge} and
 finally (4)~identifiers, references and their relationships, referred
 to as \emph{organizational knowledge}~\cite{tetra}.
 
 Tetrapodal search aims to provide a unified search engine that indexes
 each of these four different subsets of mathematical knowledge.
 Because all four kinds of knowledge are inherently unique in their
-structure, tetrapodal search proposes that each kind of mathematical
+structure, tetrapodal search proposes that each subset of mathematical
 knowledge should be made available in a storage backend that fits the
 kind of data it is providing. With all four areas available for
 querying, tetrapodal search intends to then combine the four indexes
@@ -31,8 +31,8 @@ mathematical knowledge. In this context, the focus of
 
 A previously proposed way to structure organizational knowledge is the
 \emph{upper level ontology} (ULO)~\cite{ulo}. ULO takes the form of an
-OWL~ontology~\cite{uloonto} and as such all organization information
-is stored as RDF~triplets with a unified schema of
+OWL~ontology~\cite{uloonto} and as such all organization knowledge is
+stored as RDF~triplets with a unified schema of
 ULO~predicates~\cite{owl}.  Some effort has been made to export
 existing collections of formal mathematical knowledge to {ULO}. In
 particular, exports from Isabelle and Coq-based libraries are
@@ -51,8 +51,8 @@ analysis. We collected RDF files spread over different Git
 repositories, imported them into a database and then experimented with
 APIs for accessing that data set.
 
-The main contribution of \emph{ulo-storage} is twofold. First, (1)~we
-built up various infrastructure components that make organizational
+The contribution of \emph{ulo-storage} is twofold. First, (1)~we built
+up various infrastructure components that make organizational
 knowledge easy to query.  These components can make up building blocks
 of a larger tetrapodal search system. Their design and implementation
 are discussed in Section~\ref{sec:implementation}.  Second, (2)~we ran