diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 16c3627..c588be9 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
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diff --git a/model1.bin b/model1.bin
new file mode 100644
index 0000000..edd1c62
Binary files /dev/null and b/model1.bin differ
diff --git a/run.py b/run.py
index e252b0b..7d5eff4 100644
--- a/run.py
+++ b/run.py
@@ -9,16 +9,19 @@ import itertools
 import pandas as pd
 from torch.utils.data import DataLoader
 import csv
+import os
 
 def data_preprocessing(text):
     return re.sub(r'\p{P}', '', text.lower().replace('-\\n', '').replace('\\n', ' ').replace("'ll", " will").replace("-", "").replace("'ve", " have").replace("'s", " is"))
 
-def get_words_from_line(line):
+def get_words_from_line(line, s = True):
   line = line.rstrip()
-  yield '<s>'
+  if s:
+    yield '<s>'
   for m in re.finditer(r'[\p{L}0-9\*]+|\p{P}+', line):
      yield m.group(0).lower()
-  yield '</s>'
+  if s:
+    yield '</s>'
 
 
 def get_word_lines_from_file(data):
@@ -89,25 +92,29 @@ bigram_data = Bigrams(data, vocab_size)
 
 device = 'cpu'
 model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)
-data = DataLoader(bigram_data, batch_size=5000)
-optimizer = torch.optim.Adam(model.parameters())
-criterion = torch.nn.NLLLoss()
 
-model.train()
-step = 0
-for x, y in data:
-    x = x.to(device)
-    y = y.to(device)
-    optimizer.zero_grad()
-    ypredicted = model(x)
-    loss = criterion(torch.log(ypredicted), y)
-    if step % 100 == 0:
-        print(step, loss)
-    step += 1
-    loss.backward()
-    optimizer.step()
+if(not os.path.exists('model1.bin')):
+    data = DataLoader(bigram_data, batch_size=5000)
+    optimizer = torch.optim.Adam(model.parameters())
+    criterion = torch.nn.NLLLoss()
 
-torch.save(model.state_dict(), 'model1.bin')
+    model.train()
+    step = 0
+    for x, y in data:
+        x = x.to(device)
+        y = y.to(device)
+        optimizer.zero_grad()
+        ypredicted = model(x)
+        loss = criterion(torch.log(ypredicted), y)
+        if step % 100 == 0:
+            print(step, loss)
+        step += 1
+        loss.backward()
+        optimizer.step()
+
+    torch.save(model.state_dict(), 'model1.bin')
+else:
+    model.load_state_dict(torch.load('model1.bin')) 
 
 vocab = bigram_data.vocab
 prediction = 'the:0.03 be:0.03 to:0.03 of:0.025 and:0.025 a:0.025 in:0.020 that:0.020 have:0.015 I:0.010 it:0.010 for:0.010 not:0.010 on:0.010 with:0.010 he:0.010 as:0.010 you:0.010 do:0.010 at:0.010 :0.77'
@@ -131,7 +138,6 @@ def predict(f):
 
     with open(f'{f}/out.tsv', "w+", encoding="UTF-8") as f:
         for row in x:
-            result = {}
             before = None
             for before in get_words_from_line(data_preprocessing(str(row)), False):
                 pass
@@ -144,5 +150,5 @@ def predict(f):
             pred_str = pred_str.strip()
             f.write(pred_str + "\n")
 
-prediction("dev-0/")
-prediction("test-A/")
\ No newline at end of file
+predict("dev-0/")
+predict("test-A/")
\ No newline at end of file
diff --git a/test-A/out.tsv b/test-A/out.tsv
index ee8fd53..b416cf6 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,7414 +1,7414 @@
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-is:-5.60910701751709 was:-5.833276271820068 are:-5.957935333251953 even:-5.96774959564209 were:-6.052700042724609 it:-6.150157451629639 while:-6.178767204284668 nothing:-6.232161998748779 night:-6.2642693519592285 would:-6.282078266143799 he:-6.333589553833008 and:-6.382938385009766 :-0.004364805402450088
-the:-7.663638114929199 this:-9.159363746643066 that:-9.200040817260742 of:-9.282523155212402 for:-9.3157377243042 these:-9.316761016845703 in:-9.393756866455078 very:-9.433038711547852 he:-9.5088529586792 those:-9.539421081542969 along:-9.545114517211914 at:-9.581347465515137 :-0.004364805402450088
-man:-6.359336853027344 plan:-6.781057834625244 year:-6.818027496337891 law:-6.836590766906738 paper:-6.840264797210693 trial:-6.864020824432373 vote:-6.870480060577393 little:-6.877751350402832 fortune:-6.890873908996582 double:-6.895916938781738 d:-6.89799690246582 method:-6.915039539337158 :-0.004364805402450088
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