diff --git a/Playgrounds/nanosocrates-train-experiment-2.py b/Playgrounds/nanosocrates-train-experiment-2.py
index 31a68b8..fc5d811 100644
--- a/Playgrounds/nanosocrates-train-experiment-2.py
+++ b/Playgrounds/nanosocrates-train-experiment-2.py
@@ -51,6 +51,7 @@ VALIDATION_STEPS = 50
 CHECKPOINT_STEPS = VALIDATION_STEPS * 4
 PATIENCE = 4
 CURRENT_EPOCH = 0
+VERBOSE = False
 
 SOS_TOKEN = TOKENANO.encode("<SOS>")[0]
 
@@ -125,7 +126,8 @@ while current_epoch < MAX_EPOCHS:
 
     batch_counter = 0
 
-    print(f"EPOCH {current_epoch} STARTING")
+    if VERBOSE:
+        print(f"EPOCH {current_epoch} STARTING")
 
     for batch in TRAIN_BATCHER.batch(MINI_BATCH_SIZE):
 
@@ -146,7 +148,8 @@ while current_epoch < MAX_EPOCHS:
         dec_x[:, 1:] = tgt[:, :-1]
         dec_x_pad = dec_x.eq(PAD_TOKEN)
 
-        print(f"\tBATCH {batch_counter} Starting")
+        if VERBOSE:
+            print(f"\tBATCH {batch_counter} Starting")
 
         # Task 1 and Task 2
         if tasktype == Batch.TaskType.RDF2TXT or tasktype == Batch.TaskType.TEXT2RDF:
@@ -173,7 +176,8 @@ while current_epoch < MAX_EPOCHS:
         # Task 3
         if tasktype == Batch.TaskType.MASKING:
 
-            print(f"\tExecuting TASK 3 - BATCH {batch_counter}")
+            if VERBOSE:
+                print(f"\tExecuting TASK 3 - BATCH {batch_counter}")
 
             encoder_only_optim.zero_grad()
 
@@ -192,7 +196,8 @@ while current_epoch < MAX_EPOCHS:
         # Task 4
         if tasktype == Batch.TaskType.COMPLETATION:
 
-            print(f"\tExecuting TASK 4 - BATCH {batch_counter}")
+            if VERBOSE:
+                print(f"\tExecuting TASK 4 - BATCH {batch_counter}")
 
             decoder_only_optim.zero_grad()