diff --git a/README.md b/README.md
index 8ed043a..50ef11d 100644
--- a/README.md
+++ b/README.md
@@ -134,15 +134,14 @@ We achieve new state-of-the-art performance on clevr-dialog.
 |  **NSVD-concat (Ours)**   | 99.59 | 0.98 |
 |  **NSVD-stack (Ours)**    | **99.72** | **0.99** |
 
-We refer to our paper for the results of the other experiments.
+We refer to our paper for more results and experiments.
 
 # Acknowledgements
 
-We thank [Ahmed Shah](https://www.linkedin.com/in/mahmedshah/) for his MAC-XXX implemetation,[Junki Ohmura](https://www.linkedin.com/in/junki/) for his HCN implemantation, [Jiayuan Mao](https://jiayuanm.com/) for providing us with the minecraft images, and finally [Satwik Kottur](https://satwikkottur.github.io/) for his clevr-dialog [codebase](https://github.com/satwikkottur/clevr-dialog).
+We thank [Ahmed Shah](https://www.linkedin.com/in/mahmedshah/) for his MAC-XXX implemetation, [Junki Ohmura](https://www.linkedin.com/in/junki/) for his HCN implemantation, [Jiayuan Mao](https://jiayuanm.com/) for providing us with the minecraft images, and finally [Satwik Kottur](https://satwikkottur.github.io/) for his clevr-dialog [codebase](https://github.com/satwikkottur/clevr-dialog).
 
 # Contributors
 
 - [Adnen Abdessaied](https://adnenabdessaied.de)
 
-For any questions or enquiries, don't not hesitate to contact the above contributor.
-
+For any questions or enquiries, don't hesitate to contact the above contributor.