diff --git a/examples/README.md b/examples/README.md
index 0cddd38..4d58a09 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -17,14 +17,17 @@ Alternatively, navigate to each example folder and run `pip install -r requireme
 
 Our examples cover the following tasks:
 
+<div align="center">
+
 | Task                 |    Example datasets	     |
 |----------------------|:------------------------:|
 | Regression           |           UCI            |
 | Image Classification |   CIFAR-10 / ImageNet    |
 | Text Classification  |           GLUE           |
 | Multiple-Choice      |           SWAG           |
-| Language Modeling    | WikiText-2 / Openwebtext |
+| Language Modeling    | WikiText-2 / OpenWebText |
 
+</div>
 
-These examples demonstrate various use cases of Kronfluence, including the implementation of AMP (Automatic Mixed Precision) and DDP (Distributed Data Parallel). 
-Many examples aim to replicate the settings used in [our paper](https://arxiv.org/abs/2405.12186).
+These examples demonstrate various use cases of Kronfluence, including the usage of AMP (Automatic Mixed Precision) and DDP (Distributed Data Parallel). 
+Many examples aim to replicate the settings used in [our paper](https://arxiv.org/abs/2405.12186). If you would like to see more examples added to this repository, please leave an issue.