diff --git a/qurator/eynollah/cli.py b/qurator/eynollah/cli.py
index a2a2ad0..a422df9 100644
--- a/qurator/eynollah/cli.py
+++ b/qurator/eynollah/cli.py
@@ -133,6 +133,12 @@ from qurator.eynollah.eynollah import Eynollah
     is_flag=True,
     help="if this parameter set to true, this tool would ignore page extraction",
 )
+@click.option(
+    "--reading_order_machine_based/--heuristic_reading_order",
+    "-romb/-hro",
+    is_flag=True,
+    help="if this parameter set to true, this tool would apply machine based reading order detection",
+)
 @click.option(
     "--log-level",
     "-l",
@@ -160,6 +166,7 @@ def main(
     allow_scaling,
     headers_off,
     light_version,
+    reading_order_machine_based,
     ignore_page_extraction,
     log_level
 ):
@@ -197,6 +204,7 @@ def main(
         headers_off=headers_off,
         light_version=light_version,
         ignore_page_extraction=ignore_page_extraction,
+        reading_order_machine_based=reading_order_machine_based,
     )
     eynollah.run()
     #pcgts = eynollah.run()
diff --git a/qurator/eynollah/eynollah.py b/qurator/eynollah/eynollah.py
index c008476..5e06734 100644
--- a/qurator/eynollah/eynollah.py
+++ b/qurator/eynollah/eynollah.py
@@ -165,6 +165,7 @@ class Eynollah:
         headers_off=False,
         light_version=False,
         ignore_page_extraction=False,
+        reading_order_machine_based=False,
         override_dpi=None,
         logger=None,
         pcgts=None,
@@ -181,6 +182,7 @@ class Eynollah:
         self.dir_in = dir_in
         self.dir_of_all = dir_of_all
         self.dir_save_page = dir_save_page
+        self.reading_order_machine_based = reading_order_machine_based
         self.dir_of_deskewed = dir_of_deskewed
         self.dir_of_deskewed =  dir_of_deskewed
         self.dir_of_cropped_images=dir_of_cropped_images
@@ -226,7 +228,7 @@ class Eynollah:
         self.model_page_dir = dir_models + "/eynollah-page-extraction_20210425"
         self.model_region_dir_p_ens = dir_models + "/eynollah-main-regions-ensembled_20210425"
         self.model_region_dir_p_ens_light = dir_models + "/eynollah-main-regions_20220314"
-        self.model_reading_order_machine_dir = dir_models + "/model_6_reading_order_machine_based"
+        self.model_reading_order_machine_dir = dir_models + "/model_ens_reading_order_machine_based"
         if self.textline_light:
             self.model_textline_dir = dir_models + "/eynollah-textline_light_20210425"
         else:
@@ -3139,8 +3141,6 @@ class Eynollah:
         Get image and scales, then extract the page of scanned image
         """
         self.logger.debug("enter run")
-        
-        self.reading_order_machine_based = True#False#True#True
 
         t0_tot = time.time()