Update README

README.md

@@ -2,10 +2,12 @@
 
 -------------------------------------------------------------------------------
 
-PyTorch-NLP is a library for Natural Language Processing (NLP) in Python. It's built with the very
+PyTorch-NLP is a library for Natural Language Processing (NLP) in PyTorch. It's built with the very
 latest research in mind and was designed from day one to support rapid prototyping. PyTorch-NLP
-comes with pre-trained embeddings, samplers, dataset loaders, metrics, neural network modules
-and text encoders. It's open-source software, released under the BSD3 license. 
+comes with [neural network modules](http://pytorchnlp.readthedocs.io/en/latest/source/torchnlp.nn.html) 
+and **FastText pre-trained word vectors**. It features 9 text encoders for preprocessing, integration
+with **9 popular datasets** and samplers to be used with PyTorch DataLoaders. It's open-source
+software, released under the BSD3 license. 
 
 ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/pytorch-nlp.svg?style=flat-square)
 [![Codecov](https://img.shields.io/codecov/c/github/PetrochukM/PyTorch-NLP/master.svg?style=flat-square)](https://codecov.io/gh/PetrochukM/PyTorch-NLP) 
@@ -125,7 +127,7 @@ If you find PyTorch NLP useful for an academic publication, then please use the
 ```
 @misc{pytorch-nlp,
   author = {Petrochuk, Michael},
-  title = {PyTorch-NLP: Text utilities and datasets for PyTorch},
+  title = {PyTorch-NLP: Rapid PyTorch NLP prototyping tools for research},
   year = {2018},
   publisher = {GitHub},
   journal = {GitHub repository},