diff --git a/readme.md b/readme.md
index 3ed0c75..d3f5861 100644
--- a/readme.md
+++ b/readme.md
@@ -11,30 +11,18 @@ positional arguments:
 
 optional arguments:
   -h, --help            show this help message and exit
-  -o CSV_DIR, --output CSV_DIR
-                        Result file (default ../csv_logs/gfun/gfun_results.csv)
-  -x, --post_embedder   deploy posterior probabilities embedder to compute
-                        document embeddings
-  -w, --wce_embedder    deploy (supervised) Word-Class embedder to the compute
-                        document embeddings
-  -m, --muse_embedder   deploy (pretrained) MUSE embedder to compute document
-                        embeddings
-  -b, --bert_embedder   deploy multilingual Bert to compute document
-                        embeddings
+  -o, --output          Result file (default ../csv_logs/gfun/gfun_results.csv)
+  -x, --post_embedder   deploy posterior probabilities embedder to compute document embeddings
+  -w, --wce_embedder    deploy (supervised) Word-Class embedder to the compute document embeddings
+  -m, --muse_embedder   deploy (pretrained) MUSE embedder to compute document embeddings
+  -b, --bert_embedder   deploy multilingual Bert to compute document embeddings
   -g, --gru_embedder    deploy a GRU in order to compute document embeddings
   -c, --c_optimize      Optimize SVMs C hyperparameter
-  -n NEPOCHS, --nepochs NEPOCHS
-                        Number of max epochs to train Recurrent embedder
-                        (i.e., -g)
-  -j N_JOBS, --n_jobs N_JOBS
-                        Number of parallel jobs (default is -1, all)
-  --muse_dir MUSE_DIR   Path to the MUSE polylingual word embeddings (default
-                        ../embeddings)
-  --gru_wce             Deploy WCE embedding as embedding layer of the GRU
-                        View Generator
-  --gru_dir GRU_DIR     Set the path to a pretrained GRU model (i.e., -g view
-                        generator)
-  --bert_dir BERT_DIR   Set the path to a pretrained mBERT model (i.e., -b
-                        view generator)
+  -n, --nepochs         Number of max epochs to train Recurrent embedder (i.e., -g)
+  -j, --n_jobs          Number of parallel jobs (default is -1, all)
+  --muse_dir MUSE_DIR   Path to the MUSE polylingual word embeddings (default ../embeddings)
+  --gru_wce             Deploy WCE embedding as embedding layer of the GRU View Generator
+  --gru_dir GRU_DIR     Set the path to a pretrained GRU model (i.e., -g view generator)
+  --bert_dir BERT_DIR   Set the path to a pretrained mBERT model (i.e., -b view generator)
   --gpus GPUS           specifies how many GPUs to use per node
 ```
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