diff --git a/README.md b/README.md
index d9626f4..8482488 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ A library with pre-trained model for POS Tagging, Word Embedding, Name Entity Re
 
 ### Methodology:
 
-Raw Text-> Tokenization -> POS Tagging
+**Raw Text-> Tokenization -> POS Tagging**
 
 
 - We have first used Natural Language ToolKit or NLTK library to define & apply basic POS tagging on English Corpus.
@@ -78,7 +78,7 @@ We found false positive result as well & calculated Confusion Matrices to get Pr
 
 [Link to read this publication](https://www.researchgate.net/publication/359257508_Machine_Learning_approach_to_POS_Tagging_in_Bengali_Language_Project_Report)
 
-OR, you can click on DOI: DOI: http://dx.doi.org/10.13140/RG.2.2.35358.41287
+OR, you can click via DOI: http://dx.doi.org/10.13140/RG.2.2.35358.41287
 
 Subject: Project Technical Report (Publication no. 359257508)