Update README.md

README.md

@@ -35,11 +35,16 @@ Monolingual, multilingual and cross-lingual summarization for languages in India
 
 Assamese, Bengali, Gujarati, Hindi, Kannada, Marathi, Malayalam, Manipuri, Punjabi, Oriya, Telugu, Tamil, Urdu, English
 
+## Usage
+### Monolingual and cross-lingual
+
+### Multilingual
+
 ## Dataset Structure
 
 ### Data instances
 
-We show an example of an instace of Telugu-Hindi cross-lingual pair from PMIndiaSum:
+We show an example of a Telugu-Hindi cross-lingual pair from PMIndiaSum:
 ```
 {
 "source_url": "https://www.pmindia.gov.in/te/news_updates/%E0%B0%8E%E0%B0%B2%E0%B0%95%E0%B1%8D%E0%B0%9F%E0%B1%8D%E0%B0%B0%E0%B0%BE%E0%B0%A8%E0%B0%BF%E0%B0%95%E0%B1%8D%E0%B0%B8%E0%B1%8D-%E0%B0%87%E0%B0%82%E0%B0%95%E0%B0%BE-%E0%B0%B8%E0%B0%AE%E0%B0%BE/"
@@ -57,9 +62,6 @@ We show an example of an instace of Telugu-Hindi cross-lingual pair from PMIndia
  - 'text': A string containing the article text
  - 'summary': A string containing the article summary
 
-### Data split
-
-[More Information Needed](https://arxiv.org/abs/2305.08828)
 
 ## Dataset Creation
 
@@ -70,11 +72,11 @@ We also extensively used materials from the [PMIndia parallel corpus](https://ar
 
 ### Data construction details
 
-You can find the more details in our [paper](https://arxiv.org/abs/2305.08828).
+You can find more details in our [paper](https://arxiv.org/abs/2305.08828).
 
 ### License
 
-Our materisl are licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). We also request that you respect the [policies]([https://www.pmindia.gov.in/en/website-policies/](https://www.pmindia.gov.in/en/website-policies/)) from the source website.
+Our materials are licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). We also request that you respect the [policies]([https://www.pmindia.gov.in/en/website-policies/](https://www.pmindia.gov.in/en/website-policies/)) from the source website.
 
 ### Materials
 - **Code repository:** [https://github.com/ashokurlana/pmindiasum](https://github.com/ashokurlana/pmindiasum)