Update README.md

README.md

@@ -14,7 +14,7 @@ widget:
 
 ## Model description
 
-This model is an adaptation of DistilBert (Victor Sanh et al.) for Marathi language. This version of Marathi-DistilBert is trained from scratch on approximately 11.2 million sentences. 
+This model is an adaptation of DistilBert (Victor Sanh et al., 2019) for Marathi language. This version of Marathi-DistilBert is trained from scratch on approximately 11.2 million sentences. 
 
 ```
 DISCLAIMER
@@ -26,7 +26,7 @@ This model has not been thoroughly tested and may contain biased opinions or ina
 The training data has been extracted from a variety of sources, mainly including:
 1. Oscar Corpus
 2. Marathi Newspapers
-3. Marathi story books and articles
+3. Marathi storybooks and articles
  
 The data is cleaned by removing all languages other than Marathi, while preserving common punctuations
 
@@ -57,7 +57,7 @@ fill_mask("हा खरोखर चांगला [MASK] आहे.")
 }
 ```
 
-<h3>Authors </he>
+<h3>Authors </h3>
 <h3>1. Darshan Deshpande: <a href="https://github.com/DarshanDeshpande">GitHub</a>, <a href="https://www.linkedin.com/in/darshan-deshpande/">LinkedIn</a><h3>
 
 <h3>2. Harshavardhan Abichandani: <a href="https://github.com/Baras64">GitHub</a>, <a href="http://​www.linkedin.com/in/harsh-abhi">LinkedIn</a><h3>