README fix typos

README.md

@@ -1,14 +1,14 @@
 # A Template for Academic Writing Projects
 
 The repository contains a template for writing NLP/ML papers (using latex).
-By no mean one could write a great article by filling a template,
+By no mean one could write great articles by filling a template,
 but we hope this project could help less experienced researchers
 to grasp key aspects of an academic paper.
 
-In the template, we try to give a detailed TODO list for each paper section 
+In the template, we try to give a detailed todo list for each paper section 
 (see texts in `docs/antnlp-tawp.pdf`),
 a workflow for a new writing project,
-and a flavor of using latex packages.
+and a flavor of using latex.
 
 
 ## Files and Directories
@@ -20,22 +20,22 @@ to facilitate collaborative writing.
 if some images are generated by other programs (e.g., source codes of matplotlib).
 - `antnlp-tawp/supplementary`: your latex source files for the supplementary.
 
-Instead of "fig1.pdf, fig2.pdf, paper.tex, my-paper.tex"
-we suggest naming the files properly (e.g., "pr-curve.pdf", "inorder-dep-parsing.tex").
+Instead of "fig1.pdf, fig2.pdf, paper.tex, my-paper.tex",
+we suggest naming files with clear meaning (e.g., "pr-curve.pdf", "inorder-dep-parsing.tex").
 
 
 ## A Workflow
 
 When you start a new paper, we suggest going with the following steps
-1. list the motivations (e.g., problem importance/challenges) in the _introduction section_. 
+1. list the motivations (e.g., problem importance/challenges) in the _introduction_ section. 
 It helps you to build a complete picture of your paper. 
 1. list experiments.
-1. draw the key figures of your model. It helps you to organize the _approach section_.
-1. write _approach section_.
-1. write _introduction_ and _abstract_.
-1. write _experiments_.
-1. write _related work_.
-1. write _conclusion_.
+1. draw the key figures of your model. It helps you to organize the _approach_ section.
+1. the _approach_ section.
+1. the _introduction_ section and the _abstract_.
+1. the _experiments_ section.
+1. the _related work_ section.
+1. the _conclusion_.
 
 The workflow should starts at least 1 month before your deadline.
 
@@ -51,5 +51,5 @@ The workflow should starts at least 1 month before your deadline.
     - Windows: ppt + kLatexFormula
     - Linux: wps+`images/latex2emf.py` (a linux version of  kLatexFormula is available.
       However, the current version of linux wps can not directly import emf file from clipboard.
-      We still need to do the import job manually.)
+      We still need to do the importing job manually.)