Add PyTorch-NLP
diff --git a/README.md b/README.md
index 5883f2272..26736d314 100644
--- a/README.md
+++ b/README.md
@@ -816,6 +816,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
 * [spaCy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.
 * [TextBlob](https://github.com/sloria/TextBlob) - Providing a consistent API for diving into common NLP tasks.
+* [PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - A toolkit enabling rapid deep learning NLP prototyping for research.
 
 ## Network Virtualization
 

## What is this Python project?

PyTorch-NLP is a toolkit for NLP research built on PyTorch, an up and coming deep learning library. It is also trending on https://github.com/trending/python! 

## What's the difference between this Python project and similar ones?

### [torchtext](https://github.com/pytorch/text)

torchtext and PyTorch-NLP differ in the architecture and feature set; otherwise, they are similar. torchtext and PyTorch-NLP provide pre-trained word vectors, datasets, iterators and text encoders. PyTorch-NLP also provides neural network modules and metrics. From an architecture standpoint, torchtext is object orientated with external coupling while PyTorch-NLP is object orientated with low coupling.

### [AllenNLP](https://github.com/pytorch/text)

AllenNLP is designed to be a platform for research. PyTorch-NLP is designed to be a lightweight toolkit.

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