diff --git a/NMF/README.md b/NMF/README.md
index 1c4f0a6..1ddba6a 100644
--- a/NMF/README.md
+++ b/NMF/README.md
@@ -3,36 +3,36 @@ Run `induce_alignments_NMF.py` to induce new alignments between verses in a sour
 Input argumants:
 
 ```
---save_path: path to the folder where intersection, gdfa and predicted alignments betwen the verses in the source and target editions will be saved.
-
+--save_path 
+path to the folder where intersection, gdfa and predicted alignments betwen the verses in the source and target editions will be saved.
 default: ../graph-align/NMF/predicted_alignments
 
---gold_file: path to the file that contains the gold alignments between source and target editions.
-
+--gold_file
+path to the file that contains the gold alignments between source and target editions.
 default: ../graph-align/data/gold-standards/helfi/helfi-fin-heb-gold-alignments_test.txt
 
---verse_alignments_path: path to the folder that contains initial intersection and gdfa alignments for all edition pairs that are in the `editions_file`
-
+--verse_alignments_path
+path to the folder that contains initial intersection and gdfa alignments for all edition pairs that are in the `editions_file`
 default: ../graph-align/data/initial_verse_alignments
 
---source_edition: name of the source edition, must be included in the `editions_file`
-
+--source_edition
+name of the source edition, must be included in the `editions_file`
 default: fin-x-bible-helfi
 
---target_edition: name of the target edition, must be included in the `editions_file`
-
+--target_edition
+name of the target edition, must be included in the `editions_file`
 default: heb-x-bible-helfi
 
---editions_file: path to the file that contains the languages and editions that will be used for inferring new alignment edges between source and target editions. Must include the source and target editions.
-
+--editions_file
+path to the file that contains the languages and editions that will be used for inferring new alignment edges between source and target editions. Must include the source and target editions.
 default: ../graph-align/data/edition_lists/helfi_edition_list.txt
 
---core_count: number of cores to be used for parallel processing.
-
+--core_count
+number of cores to be used for parallel processing.
 default: 80
 
---seed: random seed
-
+--seed
+random seed
 default: 42
 ```
 
@@ -43,32 +43,31 @@ Run `evaluate_induced_alignments.py` to evaluate the induced alignments.
 Input argumants:
 
 ```
---save_path: path to the folder to save the evaluation results.
-
+--save_path
+path to the folder to save the evaluation results.
 default: ../graph-align/NMF/results
 
---gold_file: path to the file that contains the gold alignments between source and target editions.
-
+--gold_file
+path to the file that contains the gold alignments between source and target editions.
 default: ../graph-align/data/gold-standards/helfi/helfi-fin-heb-gold-alignments_test.txt
 
---predicted_alignments_file: path to the file that contains induced alignments between source and target editions.
-
-default: 
-
---intersection_alignments_file: path to the file that contains induced alignments between source and target editions.
+--predicted_alignments_file
+path to the file that contains induced alignments between source and target editions.
+default: ../graph-align/NMF/predicted_alignments/predicted_alignments_from_fin-helfi_to_heb-helfi_with_max_84_editions_for_2230_verses_NMF.txt
 
-default: 
+--intersection_alignments_file
+path to the file that contains induced alignments between source and target editions.
+default: ../graph-align/NMF/predicted_alignments/intersection_alignments_from_fin-helfi_to_heb-helfi_for_2230_verses.txt
 
---gdfa_alignments_file: path to the file that contains induced alignments between source and target editions.
-
-default: 
-
---source_edition: name of the source edition, must be included in the `editions_file`
+--gdfa_alignments_file
+path to the file that contains induced alignments between source and target editions.
+default: ../graph-align/NMF/predicted_alignments/gdfa_alignments_from_fin-helfi_to_heb-helfi_for_2230_verses.txt
 
+--source_edition
+name of the source edition, must be included in the `editions_file`
 default: fin-x-bible-helfi
 
---target_edition: name of the target edition, must be included in the `editions_file`
-
+--target_edition
+name of the target edition, must be included in the `editions_file`
 default: heb-x-bible-helfi
-
 ```
\ No newline at end of file