updated README

README

@@ -33,8 +33,8 @@ is a word embedding in the following format:
 where the <float> are the components of the vector. The delimiter between the tokens in the file
 can be space or tab.
 
-IMPORTANT: Vectors for two types of Paragram 300 dimensino embeddings as well as pre-trained 300 dimensional
-GloVe and W2Vec embeddings - trained on 100s of billions of tokens are here:
+Vectors for two types of Paragram 300 dimension embeddings as well as pre-trained 300 dimensional
+GloVe and W2Vec embeddings (trained on 100s of billions of tokens) are here:
 
 /shared/shelley/wieting2/illinois-word-embeddings