diff --git a/README.md b/README.md
index a6a6ddc522..c5643ace99 100644
--- a/README.md
+++ b/README.md
@@ -38,21 +38,27 @@ export TGT_VALID=/<path to the sentence training file>/all_amr-release-2-0-amrs-
 export SAVE=/<path to save directory>/
 
 python preprocess.py -train_src $SRC -train_tgt $TGT -valid_src $SRC_VALID -valid_tgt $TGT_VALID -save_data $SAVE -src_seq_length 1000 -tgt_seq_length 1000 -shuffle 1
-```
 
 ```
-export F=/<path to test summarizer output>/summ_ramp_10_passes_len_edges_exp_0
-export OUTPUT=/<path to test preprocessed output>
-export AMR=/<path to AMR>/amr-release-2.0-amrs-test-proxy.txt
-python var_free_amrs.py -is_dir -f $F -output_path $OUTPUT --custom_parentheses --no_semantics --delete_amr_var --with_side -side_file $AMR
-
+```
+python $WORK/train.py -data $PREPROCESS/van_noord/no_filter_amr_2/data -save_model $MODEL/$TYPE -rnn_size 500 -layers 2 -epochs 2000 -optim sgd -learning_rate 1 -learning_rate_decay 0.8 -encoder_type brnn -global_attention general -seed 1 -dropout 0.5 -batch_size 32
+```
 
 
 
-```
 
 
 
-python $WORK/train.py -data $PREPROCESS/van_noord/no_filter_amr_2/data -save_model $MODEL/$TYPE -rnn_size 500 -layers 2 -epochs 2000 -optim sgd -learning_rate 1 -learning_rate_decay 0.8 -encoder_type brnn -global_attention general -seed 1 -dropout 0.5 -batch_size 32
 # Generation with New Model
+
+```
+export F=/<path to test summarizer output>/summ_ramp_10_passes_len_edges_exp_0
+export OUTPUT=/<path to test preprocessed output>
+export AMR=/<path to AMR>/amr-release-2.0-amrs-test-proxy.txt
+
+python var_free_amrs.py -is_dir -f $F -output_path $OUTPUT --custom_parentheses --no_semantics --delete_amr_var --with_side -side_file $AMR
+```
+
+```
 python $WORK/translate.py -src $file -output $INPUT/gen/summ_rigotrio_fluent_side/$(basename $file).system -model $MODEL/rse/sprint_1/_acc_53.28_ppl_46.79_e126.pt -replace_unk  -side_src $INPUT/processed/rigotrio/body_$(basename $file).s -side_tgt $INPUT/processed/rigotrio/body_$(basename $file).sent.s -beam_size 5 -max_length 100 -n_best 1 -batch_size 1 -verbose -psi 0.95 -theta 2.5 -k 15
+```