diff --git a/README.md b/README.md
index ad27c5f1f888d2a2e0e0b5993feebabf88bbe2a4..735377778d0245b6b32b0597e07e37f0cbcd2bc9 100644
--- a/README.md
+++ b/README.md
@@ -43,31 +43,16 @@ The file to interact with to generate knowledge graphs from the OBC is _main.py_
 To re-create the sample knowledge graph for the year 1913, simply type:
 
     python main.py -year 1913 -output_path "../output/example_graph_1913.json"
+    
+If you want to simplify text description nodes, you can set the flag "-text\_node\_simplification\_mode":
 
-To display all available options, type:
+    python main.py -year 1913 -output_path "../output/example_graph_1913_simplified.json" -text_node_simplification_mode classifier
 
-    python main.py -h
+For the classifier, the more years are used as training data, the better its simplification accuracy becomes.\
+You can add more years by simply adding years to the command:
     
-This gives you:
-
-    usage: main.py [-h] [-year YEAR [YEAR ...]] [-output_path OUTPUT_PATH]
-               [-text_node_simplification_mode {None,classifier,spacy_direct_object}]
-               [-verbose {0,1,2}]
-               [-prune_text_nodes_min_freq PRUNE_TEXT_NODES_MIN_FREQ]
-
-    Building a graph from old bailey corpus.
-
-    optional arguments:
-        -h, --help            show this help message and exit
-        -year YEAR [YEAR ...]
-                        what year(s) the graph should cover, leave empty to
-                        cover all available years
-        -output_path OUTPUT_PATH
-                        where to save output graph
-        -text_node_simplification_mode {None,classifier,spacy_direct_object}
-                        simplify text nodes, e.g.: "murder of x , on the
-                        Monday of(...)" --> "murder"
-        -verbose {0,1,2}      logging level
-        -prune_text_nodes_min_freq PRUNE_TEXT_NODES_MIN_FREQ
-                        how often a text description node has to occur to be
-                        included in the graph
+    python main.py -year 1820 1821 1822 -output_path "../output/example_graph_1820-1822.json"
+
+To display all available options, type:
+
+    python main.py -h
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