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diff --git a/doc/tex/results.tex b/doc/tex/results.tex
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@@ -102,14 +102,14 @@ so no more are shown here.
\subsection{Neural Network Training}
-Each network has been training by receiving batches of SGF files which are first
+Each network has been training by receiving batches of \acrshort{sgf} files which are first
converted to lists of moves by the Training System and then provided to the
train function of the networks. This has been executed with the following
command:
\inputminted[fontsize=\small]{bash}{listings/trainCommand.sh}
-Which lists the contents of a folder containing multiple SGF files, shuffles the
+Which lists the contents of a folder containing multiple \acrshort{sgf} files, shuffles the
list, takes some of them and passes them to train.py as arguments. The combined
list of game positions and moves made from them in all the games selected make
up the sample of the training. The number of files selected can of course be