Update README.md

README.md

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 # AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages
 
-This repository contains the code for our paper `AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages` which will appear at the third Simple and Efficient Natural Language Processing, at EMNLP 2022.
+This repository contains the model for our paper `AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages` which will appear at the Third Simple and Efficient Natural Language Processing, at EMNLP 2022.
 
 ## Our self-active learning framework
 ![Model](afrolm.png)
@@ -33,7 +33,7 @@ Model | MasakhaNER | MasakhaNER2.0* | Text Classification (Yoruba/Hausa) | Senti
     
 
 ## Citation
-We will share the proceeding citation this as soon as possible. Stay tuned. If you have liked our work, give it a star.
+We will share the proceeding citation as soon as possible. Stay tuned. If you have liked our work, give it a star.
 
 ## Reach out