diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 79cd4e0..de096ca 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,10519 +1,10519 @@
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diff --git a/run.py b/run.py
index 0face0b..80a5dfa 100644
--- a/run.py
+++ b/run.py
@@ -11,7 +11,9 @@ class WordPred:
 
     def __init__(self):
         self.tokenizer = RegexpTokenizer(r"\w+")
-        self.model = defaultdict(lambda: defaultdict(lambda: 0))
+        self.model = defaultdict(lambda: defaultdict(lambda: 0))       
+        self.vocab = set()
+        self.alpha = 0.001
         
     def read_file(self, file):
         for line in file:  
@@ -30,13 +32,16 @@ class WordPred:
                 for w1, w2, w3 in trigrams(tokens, pad_right=True, pad_left=True):
                     if w1 and w2 and w3:
                         self.model[(w2, w3)][w1] += 1
-                if index == 1300000:
+                        self.vocab.add(w1)
+                        self.vocab.add(w2)
+                        self.vocab.add(w3)
+                if index == 300000:
                     break
             
             for word_pair in self.model:
                 num_n_grams = float(sum(self.model[word_pair].values()))
                 for word in self.model[word_pair]:
-                    self.model[word_pair][word] /= num_n_grams
+                    self.model[word_pair][word] = (self.model[word_pair][word] + self.alpha) / (num_n_grams + self.alpha*len(self.vocab))
 
     def generate_outputs(self, input_file, output_file):        
         with open(output_file, 'w') as outputf:
@@ -73,4 +78,4 @@ class WordPred:
 wp = WordPred()
 wp.read_train_data('train/in.tsv.xz')
 wp.generate_outputs('dev-0/in.tsv.xz', 'dev-0/out.tsv')
-wp.generate_outputs('test-A/in.tsv.xz', 'test-A/out.tsv')
\ No newline at end of file
+wp.generate_outputs('test-A/in.tsv.xz', 'test-A/out.tsv')
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 61ff761..a6c19a7 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,7414 +1,7414 @@
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