Update README.md

README.md

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 # FTPipe
 
-This repository contains code used for FTPipe USENIX ATC21 paper* and future works.
+This repository contains code used for FTPipe USENIX ATC21 paper and future works. (Fine-tuning giant neural networks on commodity hardware with automatic pipeline model parallelism.
 
-Code for Pipeline Staleness Mitigation is also included.
-
-Arxiv and Citation comming soon.
+An arxiv version and citation are coming soon.
 
-*Fine-tuning giant neural networks on commodity hardware with automatic pipeline model parallelism
+Code for Pipeline Staleness Mitigation is also included.
 
 ## Overview
 This repository is used to explore various methods of pipeline-model-parallelism.
-It is capable of automatically partitionining, training and fine-tuning giant neural networks, wth synchronous or asynchronous pipeline.
+It is capable of automatically partitionining, training and fine-tuning giant neural networks, with both synchronous and asynchronous pipelines.
 
 
 ## Usage