diff --git a/benchmarks/cleanup/stanford.pl b/benchmarks/cleanup/stanford.pl
new file mode 100644
index 0000000..ced1274
--- /dev/null
+++ b/benchmarks/cleanup/stanford.pl
@@ -0,0 +1,25 @@
+#!/usr/bin/env perl
+use strict;
+use warnings;
+
+# This script rewrites the pipeline output
+# of the stanford parser for tokenize,ssplit,mwt
+
+our @ARGV;
+
+if (open(my $file, '<' . $ARGV[0])) {
+  foreach (readline($file)) {
+    if (s/^\[Text\=(.+?)\s+CharacterOffsetBegin\=\d+\s+CharacterOffsetEnd=\d+\]$/$1/) {
+      print $_;
+    }
+    elsif (m/^Sentence\s+\#\d+\s+\(/) {
+      print "\n";
+    };
+  };
+
+  print "Done.";
+  close($file);
+}
+else {
+  warn 'Unable to open file'
+};
diff --git a/benchmarks/empirist.pl b/benchmarks/empirist.pl
index ef03fda..f7a734c 100644
--- a/benchmarks/empirist.pl
+++ b/benchmarks/empirist.pl
@@ -50,18 +50,26 @@
   somajo => sub {
     my $raw = $gold_path . $_[1] . '/raw/' . $_[0];
     system 'somajo-tokenizer ' . $raw . ' 2> /dev/null > ' . $empirist_path . $_[1] . '/somajo/' . $_[0];
+  },
+  stanford => sub {
+    my $raw = $gold_path . $_[1] . '/raw/' . $_[0];
+    system 'CLASSPATH=/euralex/stanford-corenlp-4.4.0/* java edu.stanford.nlp.pipeline.StanfordCoreNLP ' .
+      '-props german -annotators tokenize,ssplit,mwt -tokenize.language=german -file ' . $raw . ' 2> /dev/null';
+    system 'perl /euralex/benchmarks/cleanup/stanford.pl ' . $_[0] . '.out > ' . $empirist_path . $_[1] . '/stanford/' . $_[0];
+    system 'rm ' . $_[0] . '.out';
   }
 );
 
-#delete $tools{waste};
-#delete $tools{datok};
-#delete $tools{korap_tokenizer};
-#delete $tools{opennlp_simple};
-#delete $tools{opennlp_tokenizer};
-#delete $tools{tree_tagger};
-#delete $tools{jtok};
-#delete $tools{syntok};
-#delete $tools{somajo};
+# delete $tools{waste};
+# delete $tools{datok};
+# delete $tools{korap_tokenizer};
+# delete $tools{opennlp_simple};
+# delete $tools{opennlp_tokenizer};
+# delete $tools{tree_tagger};
+# delete $tools{jtok};
+# delete $tools{syntok};
+# delete $tools{somajo};
+# delete $tools{stanford};
 
 # Create project folders
 foreach (keys %tools) {