diff --git a/README.md b/README.md
index 99b0333..6421956 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,3 @@
-
 # NSVD
 
 This repository contains the official code of the paper:
@@ -7,7 +6,7 @@ This repository contains the official code of the paper:
 
 [Adnen Abdessaied](https://adnenabdessaied.de), [Mihai Bace](https://perceptualui.org/people/bace/), [Andreas Bulling](https://perceptualui.org/people/bulling/)  
 **Oral Presentaion / Poster**  
-International Conferenc on Computational Linguistics (COLING), 2022 / Gyeongju, Republic of Korea.
+International Conferenc on Computational Linguistics (COLING), 2022 / Gyeongju, Republic of Korea :kr:
 
 If you find our code useful or use it in your own projects, please cite our paper:
 
@@ -57,7 +56,7 @@ You can also create your own data using the ``generate_dataset.py`` script.
 
 ## Scenes
 
-The derendered scenes do not need any further preprocessing and can be diretly used with our neuro-symbolic executor.
+The derendered scenes do not need any further preprocessing and can be directly used with our neuro-symbolic executor.
 
 ## Dialogs