diff --git a/src/utils.py b/src/utils.py
index 33398b1..baf5dbc 100755
--- a/src/utils.py
+++ b/src/utils.py
@@ -793,9 +793,9 @@ class TrainingState():
 				]
 
 				keys['accuracies'] = [
-					'ar.acc', 'nar.acc',
-					'ar-half.acc', 'nar-half.acc',
-					'ar-quarter.acc', 'nar-quarter.acc',
+					'ar.loss.acc', 'nar.loss.acc',
+					'ar-half.loss.acc', 'nar-half.loss.acc',
+					'ar-quarter.loss.acc', 'nar-quarter.loss.acc',
 				]
 
 			for k in keys['lrs']:
@@ -803,12 +803,23 @@ class TrainingState():
 					continue
 
 				self.statistics['lr'].append({'epoch': epoch, 'it': self.it, 'value': self.info[k], 'type': k})
+
+			for k in keys['accuracies']:
+				if k not in self.info:
+					continue
+
+				self.statistics['loss'].append({'epoch': epoch, 'it': self.it, 'value': self.info[k], 'type': k})
 			
 			for k in keys['losses']:
 				if k not in self.info:
 					continue
 
-				self.statistics['loss'].append({'epoch': epoch, 'it': self.it, 'value': self.info[k], 'type': f'{"val_" if data["mode"] == "validation" else ""}{k}' })
+				prefix = ""
+
+				if data["mode"] == "validation":
+					prefix = f'{self.info["name"] if "name" in self.info else "val"}_'
+
+				self.statistics['loss'].append({'epoch': epoch, 'it': self.it, 'value': self.info[k], 'type': f'{prefix}{k}' })
 
 			self.losses.append( self.statistics['loss'][-1] )
 
@@ -929,21 +940,26 @@ class TrainingState():
 					split = line.split("Training Metrics:")[-1]
 					data = json.loads(split)
 					data['mode'] = "training"
+					name = "train"
 				elif line.find('Validation Metrics:') >= 0:
 					data = json.loads(line.split("Validation Metrics:")[-1])
 					data['mode'] = "validation"
 					if "it" not in data:
 						data['it'] = it
-
+					if "epoch" not in data:
+						data['epoch'] = epoch
+					name = data['name'] if 'name' in data else "val"
 				else:
 					continue
 
 				if "it" not in data:
 					continue
+				
 				it = data['it']
+				epoch = data['epoch']
 				
 				# this method should have it at least 
-				unq[f'{it}'] = data
+				unq[f'{it}_{name}'] = data
 
 				if update and it <= self.last_info_check_at:
 					continue