Working on the readme.
@@ -9,30 +9,32 @@ PSL
[![Build Status](https://travis-ci.org/eriq-augustine/psl.svg?branch=develop)](https://travis-ci.org/eriq-augustine/psl)
[![Develop Docs](https://img.shields.io/badge/docs-develop-orange.svg)](https://linqs-data.soe.ucsc.edu/psl-docs/docs/psl/develop-head/index.html)
-Probabilistic soft logic (PSL) is a probabilistic programming language for reasoning about
-relational and structured data that is designed to be highly scalable. More information about PSL
-is available at the [PSL homepage](http://psl.linqs.org).
+Probabilistic soft logic (PSL) is a machine learning framework for developing probabilistic models.
+PSL models are easy to use and fast.
+You can define models using a straightforward logical syntax and solve them with fast convex optimization.
+PSL has produced state-of-the-art results in many areas spanning natural language processing, social-network analysis, knowledge graphs, recommender system, and computational biology.
+More information about PSL is available at the [PSL homepage](http://psl.linqs.org).
Getting Started with PSL
------------------------
If you want to use PSL to build models, you probably do not need this source code.
-Instead, visit the [Getting Started guide](../../wiki/Core-Topics) to learn
-how to create PSL projects that will automatically install a stable version of these libraries.
+Instead, visit the [Getting Started guide](../../wiki/Core-Topics) to learn how to create PSL projects that will automatically install a stable version of these libraries.
Installing PSL from Source
--------------------------
If you do want to install PSL from source, you can use [Maven](https://maven.apache.org/) 3.x.
-In the top-level directory of the PSL source (which should be the same directory that holds this README), run
-```
+In the top-level directory of the PSL source (which should be the same directory that holds this README), run:
+```sh
mvn install
```
Citing PSL
----------
-We hope you find PSL useful! If you have, please consider citing PSL in any related publications as
+We hope you find PSL useful!
+If you have, please consider citing PSL in any related publications as
```
@article{bach:jmlr17,
Author = {Bach, Stephen H. and Broecheler, Matthias and Huang, Bert and Getoor, Lise},
@@ -44,9 +46,11 @@ We hope you find PSL useful! If you have, please consider citing PSL in any rela
Additional Resources
====================
-- [PSL homepage](http://psl.linqs.org)
-- [API reference](https://linqs-data.soe.ucsc.edu/psl-docs/)
-- [PSL source repository](https://github.com/linqs/psl)
-- [PSL wiki](../../wiki)
-- [Getting started guide](../../wiki/Core-Topics)
-- [User group](https://groups.google.com/forum/#!forum/psl-users)
+- [PSL Homepage](http://psl.linqs.org)
+- [PSL Examples](https://github.com/linqs/psl-examples)
+- [API Reference](https://linqs-data.soe.ucsc.edu/psl-docs/)
+- [PSL Source Repository](https://github.com/linqs/psl)
+- [PSL Development Repository](https://github.com/eriq-augustine/psl)
+- [PSL Wiki](../../wiki)
+- [Getting Started Guide](../../wiki/Core-Topics)
+- [User Group](https://groups.google.com/forum/#!forum/psl-users)
